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Linear map

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3029: 2871: 3169: 57: 15656: 7321: 15920: 2870: 11318:> 0. Its image consists of all sequences with first element 0, and thus its cokernel consists of the classes of sequences with identical first element. Thus, whereas its kernel has dimension 0 (it maps only the zero sequence to the zero sequence), its co-kernel has dimension 1. Since the domain and the target space are the same, the rank and the dimension of the kernel add up to the same 11581:), by rank–nullity. This gives an indication of how many solutions or how many constraints one has: if mapping from a larger space to a smaller one, the map may be onto, and thus will have degrees of freedom even without constraints. Conversely, if mapping from a smaller space to a larger one, the map cannot be onto, and thus one will have constraints even without degrees of freedom. 14336: 10174: 3028: 3168: 14095: 10004: 6089: 12374:
An example of an unbounded, hence discontinuous, linear transformation is differentiation on the space of smooth functions equipped with the supremum norm (a function with small values can have a derivative with large values, while the derivative of 0 is 0). For a specific example,
13538: 6844: 1196: 8134: 7881: 13228: 4419: 6382: 5919: 8365: 2528: 2327: 13064: 14069: 8213: 8438: 11568: 1507: 8888: 14331:{\displaystyle ={\begin{bmatrix}a_{1,1}&a_{1,2}&\ldots &a_{1,n}\\a_{2,1}&a_{2,2}&\ldots &a_{2,n}\\\vdots &\vdots &\ddots &\vdots \\a_{m,1}&a_{m,2}&\ldots &a_{m,n}\end{bmatrix}}} 5880: 924:. In other words, it does not matter whether the linear map is applied before (the right hand sides of the above examples) or after (the left hand sides of the examples) the operations of addition and scalar multiplication. 12414:. Linear mappings also are used as a mechanism for describing change: for example in calculus correspond to derivatives; or in relativity, used as a device to keep track of the local transformations of reference frames. 8511: 8028: 7958: 7787: 4199: 856: 14678:: "The main question in index theory is to provide index formulas for classes of Fredholm operators ... Index theory has become a subject on its own only after M. F. Atiyah and I. Singer published their index theorems" 10903: 8279: 11005: 6751: 3161: 10169:{\displaystyle {\begin{aligned}\ker(f)&=\{\,\mathbf {x} \in V:f(\mathbf {x} )=\mathbf {0} \,\}\\\operatorname {im} (f)&=\{\,\mathbf {w} \in W:\mathbf {w} =f(\mathbf {x} ),\mathbf {x} \in V\,\}\end{aligned}}} 1045: 4892: 13878: 13818: 12624: 6650: 10386: 8039: 13596: 11463:. Its image is the entire target space, and hence its co-kernel has dimension 0, but since it maps all sequences in which only the first element is non-zero to the zero sequence, its kernel has dimension 1. 7798: 6163: 9052: 11444: 11288: 6219: 5683: 3282: 4274: 985: 14457: 12709: 1671: 13413: 5024: 7694: 5620: 10009: 7514: 2924: 11056:
The dimension of the co-kernel and the dimension of the image (the rank) add up to the dimension of the target space. For finite dimensions, this means that the dimension of the quotient space
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No classification of linear maps could be exhaustive. The following incomplete list enumerates some important classifications that do not require any additional structure on the vector space.
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refers to this case, but the term "linear operator" can have different meanings for different conventions: for example, it can be used to emphasize that
4107: 7034:. A single linear map may be represented by many matrices. This is because the values of the elements of a matrix depend on the bases chosen. 3093: 4817: 13823: 13763: 12568: 587: 866: 13543: 6100: 16313: 15514: 12318: 12125: 8991: 6168: 5632: 13533:{\textstyle A\left(\mathbf {x} _{1}+\mathbf {x} _{2}\right)=A\mathbf {x} _{1}+A\mathbf {x} _{2},\ A(c\mathbf {x} )=cA\mathbf {x} } 12199: 11393: 11237: 6839:{\displaystyle \mathbf {M} ={\begin{pmatrix}\ \cdots &a_{1j}&\cdots \ \\&\vdots &\\&a_{mj}&\end{pmatrix}}} 3233: 1191:{\displaystyle f(c_{1}\mathbf {u} _{1}+\cdots +c_{n}\mathbf {u} _{n})=c_{1}f(\mathbf {u} _{1})+\cdots +c_{n}f(\mathbf {u} _{n}).} 15847: 1625: 934: 15905: 14406: 12666: 16462: 5029: 3090:
is additive: It does not matter whether vectors are first added and then mapped or whether they are mapped and finally added:
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Given again the finite-dimensional case, if bases have been chosen, then the composition of linear maps corresponds to the
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does not, so differentiation is not continuous at 0 (and by a variation of this argument, it is not continuous anywhere).
5581: 13692: 2540:) with a fixed integration starting point defines a linear map from the space of all real-valued integrable functions on 7876:{\displaystyle \mathbf {A} ={\begin{pmatrix}\cos \theta &-\sin \theta \\\sin \theta &\cos \theta \end{pmatrix}}} 4897: 2879: 16615: 16497: 16176: 2012: 1306: 4032: 1975: 15956: 15276: 15247: 15145: 15119: 3230:
is homogeneous: It does not matter whether a vector is first scaled and then mapped or first mapped and then scaled:
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defines a linear map from the space of all differentiable functions to the space of all functions. It also defines a
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If a linear map is only composed of rotation, reflection, and/or uniform scaling, then the linear map is a
6965: 2704:(which is in fact a function, and as such an element of a vector space) is linear, as for random variables 990: 10590: 10461: 9834: 16492: 15740: 15590: 14669: 9721: 9646: 9610: 9542: 9348: 9223: 8442: 7428: 6927: 6713: 6655: 6244: 5736: 5217: 4479: 3934: 13334: 10236: 9574: 4755: 4613: 16303: 16123: 15645: 15539: 15160: 15110: 12714: 12464: 12360: 12334: 5708: 13309: 11374:), but in the infinite-dimensional case it cannot be inferred that the kernel and the co-kernel of an 1943: 1914: 16610: 16600: 15975: 15885: 15534: 15319:. International Series in Pure and Applied Mathematics. Vol. 8 (Second ed.). New York, NY: 15267:. International Series in Pure and Applied Mathematics. Vol. 25 (First ed.). New York, NY: 10564: 9491:. The composition of two automorphisms is again an automorphism, and the set of all automorphisms of 9060: 6377:{\displaystyle f\left(\mathbf {v} _{j}\right)=a_{1j}\mathbf {w} _{1}+\cdots +a_{mj}\mathbf {w} _{m}.} 5490:. This is useful because it allows concrete calculations. Matrices yield examples of linear maps: if 5251: 602: 16457: 11052:
that the solutions must satisfy, and its dimension is the maximal number of independent constraints.
4648: 16559: 16477: 16431: 16138: 15877: 15760: 14753: 14492: 14374: 12403: 12348: 12338: 11319: 10290: 9970: 7887: 7516:. The equivalent method would be the "longer" method going clockwise from the same point such that 6889: 3384: 1388: 487: 65: 14664: 12929: 11162: 8360:{\displaystyle \mathbf {A} ={\begin{pmatrix}1&-\sin \theta \\0&\cos \theta \end{pmatrix}}} 5782: 2565: 2543: 2523:{\displaystyle \int _{u}^{v}\left(af(x)+bg(x)\right)dx=a\int _{u}^{v}f(x)dx+b\int _{u}^{v}g(x)dx.} 2349: 2322:{\displaystyle {\frac {d}{dx}}\left(af(x)+bg(x)\right)=a{\frac {df(x)}{dx}}+b{\frac {dg(x)}{dx}}.} 1277: 1248: 31: 16529: 16216: 16133: 16103: 15923: 15852: 15630: 15500: 14934: 13630: 13124: 12764: 9924: 8748: 8598: 5443: 5188: 4676: 3514: 38: 15025: 4717: 1770: 16487: 16343: 16298: 15687: 15620: 15610: 15290: 13605: 13059:{\displaystyle \Lambda ^{-1}(\{0\})=\{\mathbf {x} \in X:\Lambda \mathbf {x} =0\}={N}(\Lambda )} 12422: 12418: 12410:, where the translation, rotation and scaling of 2D or 3D objects is performed by the use of a 12095: 11573:
For a transformation between finite-dimensional vector spaces, this is just the difference dim(
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without modification, and to any right-module upon reversing of the scalar multiplication.
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Often, a linear map is constructed by defining it on a subset of a vector space and then
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together with addition, composition and scalar multiplication as defined above forms an
8433:{\displaystyle \mathbf {A} ={\begin{pmatrix}k&0\\0&{\frac {1}{k}}\end{pmatrix}}} 7290: 5365: 5167: 3813: 3609: 3440: 2103: 16554: 16411: 16264: 16078: 16014: 15600: 15346: 15178: 15005: 14962: 14942: 14916: 12492: 11563:{\displaystyle \operatorname {ind} (f):=\dim(\ker(f))-\dim(\operatorname {coker} (f)),} 11042: 9640: 9516: 8634: 8140: 7017: 6869: 6849: 6693: 6565: 6545: 6525: 6505: 6485: 6465: 6389: 6224: 5688: 5493: 5469: 5449: 5439: 5421: 5401: 5345: 5325: 5305: 5194: 5147: 5123: 4525: 3764: 3712: 3692: 3672: 3652: 3632: 3519: 3496: 3420: 3328: 3308: 2727: 2707: 2690: 2614: 2594: 2138: 2050: 1894: 1845: 1596: 1540: 1502:{\displaystyle f(\mathbf {0} _{V})=f(0\mathbf {v} )=0f(\mathbf {v} )=\mathbf {0} _{W}.} 1228: 1208: 1199: 663: 640: 620: 565: 545: 521: 501: 469: 449: 425: 405: 385: 365: 320: 270: 250: 187: 7320: 16549: 16318: 16293: 16108: 16019: 15999: 15798: 15755: 15682: 15575: 15481: 15471: 15449: 15425: 15415: 15398: 15388: 15368: 15358: 15334: 15324: 15314: 15296: 15272: 15261: 15243: 15219: 15209: 15190: 15164: 15141: 15115: 15094: 12469: 12407: 11952: 11800: 11680: 11601: 9825: 9406: 9197: 5118: 1761: 1558: 495: 142: 7265: 7178: 7151: 7126: 182:. The same names and the same definition are also used for the more general case of 16564: 16239: 16206: 16191: 16073: 15942: 15803: 15707: 15560: 15357:. Vol. 8 (Second ed.). New York, NY: Springer New York Imprint Springer. 12556:
Is called a 'linear mapping' or 'linear transformation' or 'linear operator' from
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For a linear operator with finite-dimensional kernel and co-kernel, one may define
10751: 10731: 10711: 10691: 10671: 10651: 10570: 10441: 10435: 10268: 10216: 9984: 9932: 9898: 9807: 9787: 9701: 9681: 9522: 9494: 9474: 9446: 9384: 9328: 9139: 9119: 9099: 8948: 8883:{\displaystyle (f_{1}+f_{2})(\mathbf {x} )=f_{1}(\mathbf {x} )+f_{2}(\mathbf {x} )} 8657: 7245: 7223: 7203: 7106: 7084: 7064: 7044: 3005: 2985: 491: 30:"Linear transformation" redirects here. For fractional linear transformations, see 14563: 14528: 14466: 16534: 16482: 16426: 16406: 16308: 16196: 16063: 16034: 15862: 15655: 15615: 15605: 15463: 15239: 12478: 12099: 11597: 10210: 9268: 8369: 5875:{\displaystyle \mathbf {v} =c_{1}\mathbf {v} _{1}+\cdots +c_{n}\mathbf {v} _{n}.} 5623: 5141: 2166: 2162: 928: 594: 539: 443: 347: 175: 45: 12363:. A linear operator on a normed linear space is continuous if and only if it is 11049: 37:"Linear Operators" redirects here. For the textbook by Dunford and Schwarz, see 16574: 16539: 16436: 16269: 16259: 16249: 16171: 16143: 16128: 16113: 16029: 15867: 15788: 15523: 15380: 12440: 11714: 11151:
is the freedom in a solution – while the cokernel may be expressed via the map
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is a linear map. This result is not necessarily true for complex normed space.
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An example illustrating the infinite-dimensional case is afforded by the map
9604: 8217: 1970: 15429: 15338: 11139:, 0), (one degree of freedom). The kernel may be expressed as the subspace ( 8506:{\displaystyle \mathbf {A} ={\begin{pmatrix}0&0\\0&1\end{pmatrix}}.} 8023:{\displaystyle \mathbf {A} ={\begin{pmatrix}-1&0\\0&1\end{pmatrix}}} 7953:{\displaystyle \mathbf {A} ={\begin{pmatrix}1&0\\0&-1\end{pmatrix}}} 7782:{\displaystyle \mathbf {A} ={\begin{pmatrix}0&-1\\1&0\end{pmatrix}}} 4194:{\displaystyle 0=c_{1}f\left(s_{1}\right)+\cdots +c_{n}f\left(s_{n}\right).} 851:{\displaystyle f(\mathbf {u} +\mathbf {v} )=f(\mathbf {u} )+f(\mathbf {v} )} 16579: 16383: 16368: 16333: 16181: 16166: 15833: 15722: 15672: 15565: 15437: 15310: 15286: 15256: 12888: 12434: 12352: 12105: 11664: 11378:
have the same dimension (0 ≠ 1). The reverse situation obtains for the map
11375: 10898:{\displaystyle \operatorname {coker} (f):=W/f(V)=W/\operatorname {im} (f).} 9512: 9468: 9322: 9284: 9280: 8274:{\displaystyle \mathbf {A} ={\begin{pmatrix}1&m\\0&1\end{pmatrix}}} 2097: 782: 171: 2588:
of the differentiable functions by the linear space of constant functions.
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is a linear map from the space of all real-valued integrable functions on
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is said to be a scaling transformation or scalar multiplication map; see
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is a subspace (or a convex set, or a balanced set) the same is true of
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A prototypical example that gives linear maps their name is a function
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It is convenient to represent these numbers in a rectangular array of
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can be linearly extended from the linearly independent set of vectors
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The matrices of a linear transformation can be represented visually:
6645:{\displaystyle {\begin{pmatrix}a_{1j}\\\vdots \\a_{mj}\end{pmatrix}}} 1681: 198: 16353: 16338: 15808: 11846: 10815: 10777: 10381:{\displaystyle \dim(\ker(f))+\dim(\operatorname {im} (f))=\dim(V).} 8646: 5212: 2860: 2533: 2332: 2178: 2093: 598: 6482:, then we can conveniently use it to compute the vector output of 16047: 16009: 15492: 2584:. Without a fixed starting point, the antiderivative maps to the 1557:
viewed as a one-dimensional vector space over itself is called a
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if it is both left- and right-invertible. This is equivalent to
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whose proofs are so easy that we omit them; it is assumed that
12455: – Linear transformation between topological vector spaces 12322: 11570:
namely the degrees of freedom minus the number of constraints.
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into any vector space has a linear extension to a (linear) map
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centered in the origin of a vector space is a linear map (here
12472: – Linear map from a vector space to its field of scalars 11123:= 0 (one constraint), and in that case the solution space is ( 9405:). The multiplicative identity element of this algebra is the 9047:{\textstyle (\alpha f)(\mathbf {x} )=\alpha (f(\mathbf {x} ))} 12359:. If its domain and codomain are the same, it will then be a 11439:{\textstyle \left\{a_{n}\right\}\mapsto \left\{c_{n}\right\}} 11283:{\textstyle \left\{a_{n}\right\}\mapsto \left\{b_{n}\right\}} 9918: 6690:
as defined above. To define it more clearly, for some column
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is defined for each vector space, then every linear map from
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to the space of all real-valued, differentiable functions on
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or right-cancellable, which is to say, for any vector space
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The relationship between matrices in a linear transformation
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or left-cancellable, which is to say, for any vector space
980:{\textstyle \mathbf {u} _{1},\ldots ,\mathbf {u} _{n}\in V} 15934: 14452:{\textstyle \{\mathbf {y} _{1},\ldots ,\mathbf {y} _{m}\}} 13693:"terminology - What does 'linear' mean in Linear Algebra?" 12704:{\textstyle a(\lambda \mathbf {u} )=\lambda a\mathbf {u} } 1666:{\displaystyle f:\mathbb {R} \to \mathbb {R} :x\mapsto cx} 13726: 13724: 2053:
vector spaces can be represented in this manner; see the
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if any of the following equivalent conditions are true:
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if any of the following equivalent conditions are true:
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Pages displaying short descriptions of redirect targets
12481: – Distance-preserving mathematical transformation 12474:
Pages displaying short descriptions of redirect targets
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These can be interpreted thus: given a linear equation
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of a linear map, when defined, is again a linear map.
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be a linear functional on a topological vector space
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Therefore, linear maps are said to be 1-co- 1-contra-
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of the space it transforms vector coordinates as =
11604:
is an object of study, with a major result being the
11481: 10939: 10827: 10299: 10007: 8791: 8751: 8534: 8455: 8378: 8297: 8226: 8149: 8042: 7972: 7902: 7801: 7731: 7020: 6968: 6930: 6892: 6872: 6852: 6754: 6716: 6696: 6658: 6588: 6568: 6548: 6528: 6508: 6488: 6468: 6442: 6412: 6392: 6285: 6247: 6227: 6171: 6103: 5922: 5807: 5785: 5739: 5711: 5691: 5635: 5584: 5542: 5516: 5496: 5472: 5452: 5424: 5404: 5368: 5348: 5328: 5308: 5254: 5220: 5197: 5170: 5150: 5126: 5032: 4943: 4900: 4820: 4758: 4720: 4679: 4651: 4616: 4580: 4548: 4528: 4482: 4427: 4277: 4239: 4207: 4110: 4035: 3983: 3937: 3911: 3873: 3841: 3816: 3787: 3767: 3735: 3715: 3695: 3675: 3655: 3635: 3612: 3586: 3542: 3522: 3499: 3467: 3443: 3423: 3387: 3351: 3331: 3311: 2815: 2750: 2730: 2710: 2617: 2597: 2568: 2546: 2374: 2352: 2187: 2141: 2015: 1978: 1946: 1917: 1897: 1868: 1848: 1628: 1599: 1543: 1517: 1419: 1365: 1231: 1211: 1048: 869: 791: 758: 686: 666: 643: 623: 568: 548: 524: 504: 472: 452: 428: 408: 388: 368: 323: 297: 273: 253: 215: 150: 15177: 14635: 5615:{\displaystyle \mathbb {R} ^{n}\to \mathbb {R} ^{m}} 612: 12417:Another application of these transformations is in 11612:
Algebraic classifications of linear transformations
10688:are finite-dimensional, bases have been chosen and 2919:{\textstyle f:\mathbb {R} ^{2}\to \mathbb {R} ^{2}} 15260: 15061: 15014: 14994: 14971: 14951: 14925: 14883: 14857: 14826: 14794: 14770: 14742: 14707: 14578: 14543: 14513: 14481: 14451: 14395: 14363: 14330: 14063: 13954: 13921: 13872: 13812: 13650: 13619: 13590: 13532: 13374: 13354: 13323: 13298: 13278: 13258: 13222: 13145: 13086: 13058: 12957: 12912: 12869: 12837: 12811: 12785: 12731: 12703: 12654: 12618: 12289: 12188: 11562: 11438: 11366: 11282: 11195: 10999: 10897: 10806: 10760: 10740: 10720: 10700: 10680: 10660: 10640: 10611: 10579: 10555: 10511: 10482: 10450: 10426: 10380: 10277: 10257: 10225: 10201: 10168: 9993: 9961: 9907: 9887: 9861: 9816: 9796: 9776: 9742: 9710: 9690: 9667: 9631: 9595: 9563: 9531: 9503: 9483: 9455: 9432: 9393: 9369: 9337: 9313: 9274: 9244: 9212: 9186: 9148: 9128: 9108: 9088: 9046: 8980: 8957: 8937: 8917: 8882: 8777: 8733: 8694: 8625: 8584: 8552: 8505: 8432: 8359: 8273: 8207: 8128: 8022: 7952: 7875: 7781: 7688: 7586: 7550: 7508: 7417: 7362: 7309: 7279: 7254: 7232: 7212: 7192: 7165: 7140: 7115: 7093: 7073: 7053: 7026: 7006: 6954: 6916: 6878: 6858: 6838: 6740: 6702: 6682: 6644: 6574: 6554: 6534: 6514: 6494: 6474: 6454: 6428: 6398: 6376: 6271: 6233: 6213: 6157: 6083: 5908: 5874: 5793: 5771: 5725: 5697: 5677: 5614: 5570: 5528: 5502: 5478: 5458: 5430: 5410: 5377: 5354: 5334: 5314: 5294: 5240: 5203: 5179: 5156: 5132: 5107: 5018: 4930:{\displaystyle F:\mathbb {R} ^{2}\to \mathbb {R} } 4929: 4886: 4806: 4744: 4706: 4665: 4637: 4599: 4566: 4534: 4514: 4468: 4413: 4263: 4225: 4193: 4096: 4021: 3969: 3923: 3897: 3859: 3825: 3802: 3773: 3753: 3721: 3701: 3681: 3661: 3641: 3621: 3598: 3572: 3528: 3505: 3485: 3452: 3429: 3402: 3369: 3337: 3317: 3276: 3222: 3155: 3082: 3014: 2994: 2974: 2918: 2851: 2801: 2736: 2716: 2667: 2631:are finite-dimensional vector spaces over a field 2623: 2603: 2576: 2554: 2522: 2360: 2321: 2147: 2127: 2084: 2041: 2001: 1961: 1932: 1903: 1880: 1854: 1827: 1792: 1745: 1708: 1665: 1605: 1585: 1549: 1529: 1501: 1405: 1377: 1352:{\textstyle f(\mathbf {0} _{V})=\mathbf {0} _{W}.} 1351: 1295: 1266: 1237: 1217: 1190: 1034: 979: 909: 850: 770: 744: 704: 672: 649: 629: 574: 554: 530: 510: 478: 458: 434: 414: 394: 374: 329: 309: 279: 259: 227: 162: 9267:, the addition of linear maps corresponds to the 5191:even guarantees that when this linear functional 2042:{\displaystyle A\mathbf {x} \in \mathbb {R} ^{m}} 910:{\displaystyle f(c\mathbf {u} )=cf(\mathbf {u} )} 863:of degree 1 / operation of scalar multiplication 16592: 11322:as the rank and the dimension of the co-kernel ( 10748:are equal to the rank and nullity of the matrix 4097:{\displaystyle 0=c_{1}s_{1}+\cdots +c_{n}s_{n},} 2002:{\displaystyle \mathbf {x} \in \mathbb {R} ^{n}} 1205:Denoting the zero elements of the vector spaces 10782:A subtler invariant of a linear transformation 1564:These statements generalize to any left-module 15470:. Mineola, New York: Dover Publications, Inc. 15108:Bronshtein, I. N.; Semendyayev, K. A. (2004). 11045:in the space of solutions, if it is not empty; 10911:notion to the kernel: just as the kernel is a 9603:. Since the automorphisms are precisely those 8523: 1709:{\textstyle \mathbf {v} \mapsto c\mathbf {v} } 588:rotation and reflection linear transformations 15950: 15508: 15345: 12402:A specific application of linear maps is for 8528:The composition of linear maps is linear: if 7699: 7328:Such that starting in the bottom left corner 5571:{\displaystyle f(\mathbf {x} )=A\mathbf {x} } 4600:{\displaystyle \;\operatorname {span} S\to Y} 4264:{\displaystyle F:\operatorname {span} S\to Y} 3898:{\displaystyle F:\operatorname {span} S\to Y} 1746:{\textstyle \mathbf {x} \mapsto \mathbf {0} } 1413:in the equation for homogeneity of degree 1: 15155:Horn, Roger A.; Johnson, Charles R. (2013). 14446: 14410: 13036: 13005: 12996: 12990: 12761:Here are some properties of linear mappings 12548:be two real vector spaces. A mapping a from 12290:{\displaystyle \left=B^{-1}AB\left=A'\left.} 11931:, which is to say there exists a linear map 11779:, which is to say there exists a linear map 10159: 10104: 10075: 10034: 6208: 6172: 5672: 5636: 4863: 4827: 4801: 4765: 4542:is linearly independent then every function 3606:) and takes its values from the codomain of 778:the following two conditions are satisfied: 15468:Modern Methods in Topological Vector Spaces 15154: 15114:(4th ed.). New York: Springer-Verlag. 14620: 13259:{\textstyle \mathbf {x} ,\mathbf {y} \in X} 12655:{\textstyle \mathbf {u} ,\mathbf {v} \in V} 5733:is uniquely determined by the coefficients 929:the associativity of the addition operation 745:{\textstyle \mathbf {u} ,\mathbf {v} \in V} 601:of vector spaces, and they form a category 15957: 15943: 15515: 15501: 12443: – Conjugate homogeneous additive map 12299:Therefore, the matrix in the new basis is 12135:Substituting this in the first expression 11989:being both epic and monic, and so being a 11584:The index of an operator is precisely the 11041:) = 0, and its dimension is the number of 9919:Kernel, image and the rank–nullity theorem 9607:which possess inverses under composition, 7689:{\textstyle P^{-1}AP\left_{B'}=\left_{B'}} 5342:) then there exists a linear extension to 4581: 2982:is a linear map. This function scales the 2643:, then the function that maps linear maps 582:. Linear maps can often be represented as 15379: 13745: 10427:{\textstyle \dim(\operatorname {im} (f))} 10158: 10107: 10074: 10037: 5787: 5602: 5587: 5234: 5006: 4923: 4909: 4871: 4659: 4625: 3810:then it has a linear extension to all of 2906: 2891: 2570: 2548: 2354: 2029: 1989: 1949: 1920: 1753:between two vector spaces (over the same 1644: 1636: 1198:Thus a linear map is one which preserves 101:Learn how and when to remove this message 16314:Covariance and contravariance of vectors 15462: 15385:Handbook of Analysis and Its Foundations 15203: 15183:A (Terse) Introduction to Linear Algebra 13730: 13715: 12449: – Special type of Boolean function 12120:. As vectors change with the inverse of 11367:{\textstyle \aleph _{0}+0=\aleph _{0}+1} 8637:of all vector spaces over a given field 7370:and looking for the bottom right corner 7319: 6406:is entirely determined by the values of 5108:{\displaystyle F(x,y)=x(-1)+y(2)=-x+2y.} 4022:{\displaystyle s_{1},\ldots ,s_{n}\in S} 3729:is guaranteed to exist if (and only if) 518:to either a plane through the origin in 64:This article includes a list of general 27:Mathematical function, in linear algebra 14743:{\textstyle \Lambda \mathbf {x} \neq 0} 9433:{\textstyle \operatorname {id} :V\to V} 5189:Hahn–Banach dominated extension theorem 3803:{\displaystyle \operatorname {span} S,} 317:), or it can be used to emphasize that 14: 16593: 15906:Comparison of linear algebra libraries 15412:An introduction to Functional Analysis 15409: 15128: 14662: 14650: 11071:As a simple example, consider the map 9187:{\textstyle \operatorname {Hom} (V,W)} 6097:is entirely determined by the vectors 4469:{\displaystyle n,c_{1},\ldots ,c_{n},} 2173:, that is, a linear map with the same 1035:{\textstyle c_{1},\ldots ,c_{n}\in K,} 15938: 15496: 15309: 15285: 15255: 15081: 14687: 14646: 14644: 14631: 14629: 14596: 13757: 13671: 13391: 13106: 12756: 12528: 10612:{\textstyle \operatorname {null} (f)} 10483:{\textstyle \operatorname {rank} (f)} 9862:{\textstyle \operatorname {GL} (n,K)} 9381:with identity element over the field 7007:{\displaystyle a_{1j},\cdots ,a_{mj}} 6241:. Then we can represent each vector 2049:. Conversely, any linear map between 15321:McGraw-Hill Science/Engineering/Math 15269:McGraw-Hill Science/Engineering/Math 15230: 14560:is spanned by the column vectors of 9895:invertible matrices with entries in 9743:{\textstyle \operatorname {End} (V)} 9668:{\textstyle \operatorname {End} (V)} 9632:{\textstyle \operatorname {Aut} (V)} 9564:{\textstyle \operatorname {Aut} (V)} 9370:{\textstyle \operatorname {End} (V)} 9345:; the set of all such endomorphisms 9245:{\textstyle \operatorname {End} (V)} 7509:{\textstyle A'\left_{B'}=\left_{B'}} 3288: 3002:component of a vector by the factor 2689:(below) is a linear map, and even a 291:vector spaces (not necessarily with 50: 15292:Principles of Mathematical Analysis 14521:are therefore sometimes called the 13355:{\textstyle \Lambda (\mathbf {x} )} 12386:converges to 0, but its derivative 12128:) its inverse transformation is = 11119:) to have a solution, we must have 10258:{\textstyle \operatorname {im} (f)} 9596:{\textstyle \operatorname {GL} (V)} 7712:linear maps are described by 2 × 2 7425:, one would left-multiply—that is, 6955:{\displaystyle f(\mathbf {v} _{j})} 6741:{\displaystyle f(\mathbf {v} _{j})} 6683:{\displaystyle f(\mathbf {v} _{j})} 6272:{\displaystyle f(\mathbf {v} _{j})} 5772:{\displaystyle c_{1},\ldots ,c_{n}} 5241:{\displaystyle p:X\to \mathbb {R} } 4515:{\displaystyle s_{1},\ldots ,s_{n}} 3970:{\displaystyle c_{1},\ldots ,c_{n}} 3761:is a linear map. In particular, if 2863:of a random variable is not linear. 1764:on any module is a linear operator. 24: 16177:Tensors in curvilinear coordinates 15522: 15436: 14878: 14849: 14818: 14789: 14726: 14702: 14641: 14636:Katznelson & Katznelson (2008) 14626: 14608: 13674:, p. 14. Linear mappings of 13369: 13338: 13313: 13212: 13198: 13164: 13128: 13081: 13050: 13022: 12975: 12934: 12898: 12855: 12768: 12089: 11981:being both one-to-one and onto (a 11627:denote vector spaces over a field 11349: 11330: 9066: 8945:is an element of the ground field 5144:of a real or complex vector space 4807:{\displaystyle S:=\{(1,0),(0,1)\}} 4638:{\displaystyle X=\mathbb {R} ^{2}} 341:, which is a common convention in 70:it lacks sufficient corresponding 25: 16627: 15387:. San Diego, CA: Academic Press. 15181:; Katznelson, Yonatan R. (2008). 14891:is bounded in some neighbourhood 13678:onto its scalar field are called 13324:{\textstyle \Lambda \mathbf {x} } 12745:Bronshtein & Semendyayev 2004 12732:{\displaystyle \mathbf {u} \in V} 9136:itself forms a vector space over 6436:. If we put these values into an 5726:{\displaystyle \mathbf {v} \in V} 5164:has a linear extension to all of 4233:exists then the linear extension 2685:matrices in the way described in 920:Thus, a linear map is said to be 613:Definition and first consequences 174:that preserves the operations of 15919: 15918: 15896:Basic Linear Algebra Subprograms 15654: 15134:Finite-Dimensional Vector Spaces 14758: 14730: 14501: 14436: 14415: 14383: 14026: 13974: 13855: 13834: 13795: 13774: 13641: 13613: 13572: 13557: 13548: 13526: 13509: 13483: 13465: 13442: 13427: 13345: 13317: 13246: 13238: 13216: 13202: 13185: 13174: 13026: 13009: 12719: 12697: 12680: 12642: 12634: 12612: 12601: 12587: 12579: 10148: 10137: 10123: 10109: 10070: 10059: 10039: 9194:. Furthermore, in the case that 9089:{\textstyle {\mathcal {L}}(V,W)} 9034: 9011: 8873: 8849: 8825: 8633:. It follows from this that the 8457: 8380: 8299: 8228: 8201: 8151: 8044: 7974: 7904: 7803: 7733: 7725:by 90 degrees counterclockwise: 7662: 7626: 7529: 7482: 7446: 7391: 7341: 6939: 6756: 6725: 6710:that corresponds to the mapping 6667: 6361: 6327: 6295: 6256: 6198: 6177: 6142: 6112: 6093:which implies that the function 6064: 6023: 5989: 5958: 5930: 5859: 5828: 5809: 5713: 5662: 5641: 5564: 5550: 3867:can be extended to a linear map 3267: 3247: 3167: 3146: 3129: 3112: 3104: 3027: 2869: 2020: 1980: 1962:{\displaystyle \mathbb {R} ^{m}} 1933:{\displaystyle \mathbb {R} ^{n}} 1739: 1731: 1702: 1691: 1486: 1474: 1454: 1428: 1393: 1336: 1318: 1283: 1254: 1172: 1132: 1098: 1067: 961: 940: 900: 880: 841: 824: 807: 799: 732: 724: 55: 15794:Seven-dimensional cross product 15075: 14681: 14656: 14614: 14602: 14590: 14036: 13751: 13109:, p. 14. Suppose now that 12397: 12314:the matrix of the given basis. 12104:Given a linear map which is an 11648: 10728:, then the rank and nullity of 9275:Endomorphisms and automorphisms 8518:conformal linear transformation 8032:through a line making an angle 6886:. In other words, every column 5295:{\displaystyle |f(m)|\leq p(m)} 657:be vector spaces over the same 15053: 15047: 15038: 15032: 14907: 14852: 14846: 14821: 14815: 14771:{\textstyle \mathbf {x} \in X} 14573: 14567: 14538: 14532: 14514:{\textstyle A\mathbf {x} _{j}} 14476: 14470: 14396:{\textstyle A\mathbf {x} _{j}} 14105: 14099: 14055: 14037: 13916: 13904: 13685: 13665: 13645: 13637: 13513: 13502: 13385: 13349: 13341: 13189: 13167: 13137: 13100: 13053: 13047: 12999: 12987: 12952: 12946: 12907: 12901: 12777: 12750: 12684: 12673: 12591: 12575: 12534: 12505: 12369:discontinuous linear operators 12189:{\displaystyle B\left=AB\left} 12014:If, for some positive integer 11963: 11811: 11554: 11551: 11545: 11536: 11524: 11521: 11515: 11506: 11494: 11488: 11415: 11259: 11190: 11184: 11181: 11178: 11166: 11131:) or equivalently stated, (0, 11048:the co-kernel is the space of 10991: 10988: 10982: 10973: 10967: 10961: 10958: 10952: 10943: 10889: 10883: 10863: 10857: 10840: 10834: 10798: 10635: 10629: 10606: 10600: 10550: 10547: 10541: 10532: 10506: 10500: 10477: 10471: 10421: 10418: 10412: 10403: 10372: 10366: 10354: 10351: 10345: 10336: 10324: 10321: 10315: 10306: 10252: 10246: 10196: 10190: 10141: 10133: 10094: 10088: 10063: 10055: 10024: 10018: 9953: 9856: 9844: 9737: 9731: 9662: 9656: 9626: 9620: 9590: 9584: 9558: 9552: 9424: 9364: 9358: 9305: 9239: 9233: 9181: 9169: 9083: 9071: 9041: 9038: 9030: 9024: 9015: 9007: 9004: 8995: 8909: 8877: 8869: 8853: 8845: 8829: 8821: 8818: 8792: 8725: 8686: 8617: 8576: 8544: 6949: 6934: 6735: 6720: 6677: 6662: 6266: 6251: 6152: 6137: 6122: 6107: 6033: 6018: 5999: 5943: 5934: 5926: 5900: 5597: 5554: 5546: 5289: 5283: 5273: 5269: 5263: 5256: 5230: 5081: 5075: 5066: 5057: 5048: 5036: 4998: 4986: 4977: 4965: 4956: 4944: 4919: 4860: 4848: 4842: 4830: 4798: 4786: 4780: 4768: 4736: 4733: 4721: 4695: 4692: 4680: 4666:{\displaystyle Y=\mathbb {R} } 4591: 4558: 4255: 4217: 3889: 3851: 3745: 3567: 3561: 3552: 3546: 3477: 3461:if it exists, is a linear map 3361: 3271: 3263: 3251: 3240: 3217: 3202: 3196: 3184: 3150: 3142: 3133: 3125: 3116: 3100: 3077: 3062: 3056: 3044: 2969: 2954: 2948: 2936: 2901: 2846: 2840: 2828: 2819: 2796: 2790: 2781: 2775: 2766: 2754: 2659: 2508: 2502: 2469: 2463: 2425: 2419: 2407: 2401: 2302: 2296: 2267: 2261: 2238: 2232: 2220: 2214: 2116: 2110: 2076: 1813: 1777: 1735: 1695: 1654: 1640: 1521: 1478: 1470: 1458: 1447: 1438: 1423: 1406:{\textstyle \mathbf {v} \in V} 1328: 1313: 1303:respectively, it follows that 1182: 1167: 1142: 1127: 1108: 1052: 1042:the following equality holds: 931:denoted as +, for any vectors 904: 896: 884: 873: 845: 837: 828: 820: 811: 795: 696: 586:, and simple examples include 154: 13: 1: 16230:Exterior covariant derivative 16162:Tensor (intrinsic definition) 15187:American Mathematical Society 14551:. With this terminology, the 14338:Observe that the coordinates 13602:. Note that one often writes 13306:. Note that one often writes 12958:{\textstyle \Lambda ^{-1}(B)} 12437: – Z-module homomorphism 12406:, such as those performed in 12328: 11196:{\textstyle (a,b)\mapsto (a)} 10708:is represented by the matrix 9220:, this vector space, denoted 8741:are linear, then so is their 8592:are linear, then so is their 6917:{\displaystyle j=1,\ldots ,n} 4607:(the converse is also true). 3689:-valued) linear extension of 3403:{\displaystyle S\subseteq X.} 2686: 2054: 1677:is a line through the origin. 1296:{\textstyle \mathbf {0} _{W}} 1267:{\textstyle \mathbf {0} _{V}} 16255:Raising and lowering indices 15636:Eigenvalues and eigenvectors 15442:An Introduction to Manifolds 15349:; Wolff, Manfred P. (1999). 15238:(Third ed.), New York: 13929:determines a set of numbers 13651:{\textstyle A(\mathbf {x} )} 13146:{\textstyle \Lambda :X\to Y} 12786:{\textstyle \Lambda :X\to Y} 12459:Cauchy's functional equation 12421:of nested-loop code, and in 12032:, is identically zero, then 11873:and any pair of linear maps 11721:and any pair of linear maps 9804:. The automorphism group of 8626:{\textstyle g\circ f:V\to Z} 5794:{\displaystyle \mathbb {R} } 4894:The unique linear extension 2577:{\displaystyle \mathbb {R} } 2555:{\displaystyle \mathbb {R} } 2361:{\displaystyle \mathbb {R} } 7: 16493:Gluon field strength tensor 15964: 15206:Elements of operator theory 14670:Encyclopedia of Mathematics 14403:(with respect to the basis 13888:, respectively. Then every 13880:are bases of vector spaces 12511:"Linear transformations of 12461: – Functional equation 12428: 11606:Atiyah–Singer index theorem 11219:to there being a solution. 11025:the kernel is the space of 10771: 8778:{\displaystyle f_{1}+f_{2}} 8524:Vector space of linear maps 7716:. These are some examples: 7014:are the elements of column 6924:has a corresponding vector 5387: 5211:is dominated by some given 4707:{\displaystyle (1,0)\to -1} 2635:, of respective dimensions 1793:{\textstyle x\mapsto x^{2}} 1616: 235:, a linear map is called a 117:, and more specifically in 10: 16632: 16304:Cartan formalism (physics) 16124:Penrose graphical notation 15161:Cambridge University Press 15062:{\displaystyle F(s)=f(s).} 13697:Mathematics Stack Exchange 13620:{\textstyle A\mathbf {x} } 13119:over the same scalar field 12465:Continuous linear operator 12361:continuous linear operator 12335:Continuous linear operator 12332: 12093: 12010:is an endomorphism, then: 11588:of the 2-term complex 0 → 10775: 10556:{\textstyle \dim(\ker(f))} 9922: 9278: 7700:Examples in two dimensions 5391: 5362:that is also dominated by 4745:{\displaystyle (0,1)\to 2} 3781:has a linear extension to 3223:{\textstyle f(x,y)=(2x,y)} 3083:{\textstyle f(x,y)=(2x,y)} 2975:{\textstyle f(x,y)=(2x,y)} 1911:defines a linear map from 1803:For real numbers, the map 1767:For real numbers, the map 490:); for example, it maps a 402:always maps the origin of 43: 36: 29: 16616:Transformation (function) 16510: 16450: 16399: 16392: 16284: 16215: 16152: 16096: 16043: 15990: 15983: 15976:Glossary of tensor theory 15972: 15914: 15876: 15832: 15769: 15721: 15663: 15652: 15548: 15530: 15351:Topological Vector Spaces 15204:Kubrusly, Carlos (2001). 15087:Linear Algebra Done Right 13394:, p. 206. A mapping 12870:{\textstyle \Lambda 0=0.} 12404:geometric transformations 12349:topological vector spaces 12124:(vectors coordinates are 9969:is linear, we define the 9784:matrices with entries in 8734:{\textstyle f_{2}:V\to W} 8695:{\textstyle f_{1}:V\to W} 6455:{\displaystyle m\times n} 5529:{\displaystyle m\times n} 4201:If a linear extension of 3573:{\displaystyle F(s)=f(s)} 2169:(a linear operator is a 1881:{\displaystyle m\times n} 1835:is not linear (but is an 1828:{\textstyle x\mapsto x+1} 466:onto linear subspaces in 135:vector space homomorphism 16560:Gregorio Ricci-Curbastro 16432:Riemann curvature tensor 16139:Van der Waerden notation 15410:Swartz, Charles (1992). 14858:{\textstyle N(\Lambda )} 14827:{\textstyle N(\Lambda )} 14663:Nistor, Victor (2001) , 13922:{\textstyle A\in L(X,Y)} 12967:In particular, the set: 12913:{\textstyle \Lambda (A)} 12498: 12339:Discontinuous linear map 12321:objects, or type (1, 1) 11466: 11099:). Then for an equation 10289:formula is known as the 9289:A linear transformation 8553:{\displaystyle f:V\to W} 8218:horizontal shear mapping 8143:by 2 in all directions: 7558:is left-multiplied with 5486:can be represented by a 4567:{\displaystyle f:S\to Y} 4226:{\displaystyle f:S\to Y} 3905:if and only if whenever 3860:{\displaystyle f:S\to Y} 3754:{\displaystyle f:S\to Y} 3649:is a vector subspace of 3486:{\displaystyle F:X\to Y} 3370:{\displaystyle f:S\to Y} 3305:of the domain. Suppose 785:/ operation of addition 705:{\displaystyle f:V\to W} 562:, or just the origin in 351:has the same meaning as 44:Not to be confused with 16530:Elwin Bruno Christoffel 16463:Angular momentum tensor 16134:Tetrad (index notation) 16104:Abstract index notation 15414:. New York: M. Dekker. 15111:Handbook of Mathematics 14621:Horn & Johnson 2013 12838:{\textstyle B\subset Y} 12812:{\textstyle A\subset X} 9925:Kernel (linear algebra) 7551:{\textstyle \left_{B'}} 7418:{\textstyle \left_{B'}} 7363:{\textstyle \left_{B'}} 7242:Transition matrix from 7175:Transition matrix from 5578:describes a linear map 3381:defined on some subset 716:if for any two vectors 85:more precise citations. 39:Linear Operators (book) 16606:Functions and mappings 16344:Levi-Civita connection 15621:Row and column vectors 15208:. Boston: Birkhäuser. 15063: 15016: 14996: 14979:is defined at a point 14973: 14953: 14927: 14885: 14859: 14828: 14796: 14772: 14744: 14709: 14580: 14545: 14515: 14483: 14453: 14397: 14365: 14332: 14065: 14007: 13956: 13923: 13874: 13814: 13760:, p. 210 Suppose 13652: 13621: 13592: 13534: 13376: 13356: 13325: 13300: 13280: 13260: 13224: 13147: 13088: 13060: 12959: 12914: 12891:) the same is true of 12871: 12839: 12813: 12787: 12733: 12705: 12656: 12620: 12423:parallelizing compiler 12419:compiler optimizations 12291: 12190: 12096:Basis (linear algebra) 11564: 11440: 11368: 11284: 11197: 11001: 10930:Formally, one has the 10899: 10821:, which is defined as 10808: 10762: 10742: 10722: 10702: 10682: 10662: 10642: 10613: 10581: 10557: 10513: 10484: 10452: 10428: 10382: 10279: 10259: 10227: 10203: 10170: 9995: 9963: 9909: 9889: 9888:{\textstyle n\times n} 9863: 9818: 9798: 9778: 9777:{\textstyle n\times n} 9744: 9712: 9692: 9669: 9633: 9597: 9565: 9533: 9505: 9485: 9457: 9434: 9395: 9371: 9339: 9315: 9246: 9214: 9188: 9150: 9130: 9110: 9090: 9048: 8982: 8959: 8939: 8919: 8884: 8785:, which is defined by 8779: 8735: 8696: 8627: 8586: 8554: 8507: 8434: 8361: 8275: 8209: 8130: 8024: 7954: 7877: 7783: 7690: 7588: 7552: 7510: 7419: 7364: 7325: 7311: 7281: 7256: 7234: 7214: 7194: 7167: 7142: 7117: 7095: 7075: 7055: 7028: 7008: 6956: 6918: 6880: 6860: 6840: 6742: 6704: 6684: 6646: 6576: 6556: 6536: 6516: 6496: 6476: 6456: 6430: 6429:{\displaystyle a_{ij}} 6400: 6378: 6273: 6235: 6215: 6159: 6085: 5910: 5876: 5795: 5773: 5727: 5699: 5679: 5616: 5572: 5530: 5504: 5480: 5460: 5432: 5412: 5379: 5356: 5336: 5316: 5296: 5242: 5205: 5181: 5158: 5134: 5117:Every (scalar-valued) 5109: 5020: 4937:is the map that sends 4931: 4888: 4808: 4746: 4708: 4667: 4639: 4601: 4568: 4536: 4516: 4470: 4415: 4265: 4227: 4195: 4098: 4029:are vectors such that 4023: 3971: 3925: 3924:{\displaystyle n>0} 3899: 3861: 3827: 3804: 3775: 3755: 3723: 3703: 3683: 3663: 3643: 3623: 3600: 3599:{\displaystyle s\in S} 3574: 3530: 3507: 3487: 3454: 3431: 3404: 3371: 3345:are vector spaces and 3339: 3319: 3297:extending by linearity 3278: 3224: 3157: 3084: 3016: 2996: 2976: 2920: 2853: 2803: 2738: 2718: 2669: 2625: 2605: 2578: 2556: 2524: 2362: 2323: 2149: 2129: 2086: 2043: 2003: 1963: 1934: 1905: 1882: 1856: 1829: 1794: 1747: 1710: 1667: 1607: 1587: 1551: 1531: 1530:{\displaystyle V\to K} 1503: 1407: 1379: 1353: 1297: 1268: 1239: 1219: 1192: 1036: 981: 911: 852: 772: 771:{\displaystyle c\in K} 746: 706: 674: 651: 631: 597:, linear maps are the 576: 556: 542:through the origin in 532: 512: 480: 460: 436: 416: 396: 376: 331: 311: 281: 261: 229: 164: 163:{\displaystyle V\to W} 137:, or in some contexts 16570:Jan Arnoldus Schouten 16525:Augustin-Louis Cauchy 16005:Differential geometry 15626:Row and column spaces 15571:Scalar multiplication 15064: 15017: 14997: 14974: 14954: 14928: 14886: 14884:{\textstyle \Lambda } 14860: 14829: 14797: 14795:{\textstyle \Lambda } 14773: 14745: 14710: 14708:{\textstyle \Lambda } 14581: 14546: 14516: 14484: 14454: 14398: 14366: 14333: 14066: 13987: 13957: 13924: 13875: 13815: 13653: 13622: 13593: 13535: 13408:linear transformation 13377: 13375:{\textstyle \Lambda } 13357: 13326: 13301: 13281: 13261: 13225: 13148: 13089: 13087:{\textstyle \Lambda } 13061: 12960: 12915: 12872: 12840: 12814: 12788: 12734: 12706: 12657: 12621: 12412:transformation matrix 12345:linear transformation 12292: 12191: 12077:is some scalar, then 11565: 11441: 11369: 11285: 11198: 11002: 10900: 10809: 10807:{\textstyle f:V\to W} 10763: 10743: 10723: 10703: 10683: 10663: 10643: 10614: 10582: 10558: 10514: 10512:{\textstyle \rho (f)} 10485: 10453: 10429: 10383: 10280: 10260: 10228: 10204: 10171: 9996: 9964: 9962:{\textstyle f:V\to W} 9910: 9890: 9864: 9819: 9799: 9779: 9745: 9713: 9698:has finite dimension 9693: 9670: 9634: 9598: 9566: 9534: 9506: 9486: 9458: 9435: 9401:(and in particular a 9396: 9372: 9340: 9316: 9314:{\textstyle f:V\to V} 9265:matrix multiplication 9247: 9215: 9189: 9151: 9131: 9111: 9091: 9049: 8983: 8981:{\textstyle \alpha f} 8960: 8940: 8920: 8918:{\textstyle f:V\to W} 8885: 8780: 8736: 8697: 8628: 8587: 8585:{\textstyle g:W\to Z} 8555: 8508: 8435: 8362: 8276: 8210: 8131: 8025: 7955: 7878: 7784: 7691: 7589: 7587:{\textstyle P^{-1}AP} 7553: 7511: 7420: 7365: 7323: 7312: 7282: 7257: 7235: 7215: 7195: 7168: 7143: 7118: 7096: 7076: 7056: 7029: 7009: 6957: 6919: 6881: 6861: 6841: 6743: 6705: 6685: 6647: 6577: 6557: 6537: 6517: 6497: 6477: 6457: 6431: 6401: 6379: 6274: 6236: 6216: 6160: 6086: 5911: 5909:{\textstyle f:V\to W} 5877: 5796: 5774: 5728: 5700: 5680: 5617: 5573: 5531: 5505: 5481: 5461: 5433: 5413: 5394:Transformation matrix 5380: 5357: 5337: 5317: 5297: 5243: 5206: 5182: 5159: 5135: 5110: 5021: 4932: 4889: 4809: 4747: 4709: 4668: 4640: 4602: 4569: 4537: 4517: 4471: 4416: 4266: 4228: 4196: 4099: 4024: 3972: 3926: 3900: 3862: 3828: 3805: 3776: 3756: 3724: 3704: 3684: 3664: 3644: 3624: 3601: 3575: 3531: 3508: 3488: 3455: 3432: 3405: 3372: 3340: 3320: 3279: 3225: 3158: 3085: 3017: 2997: 2977: 2921: 2854: 2804: 2802:{\displaystyle E=E+E} 2739: 2719: 2670: 2668:{\textstyle f:V\to W} 2626: 2606: 2579: 2557: 2525: 2363: 2324: 2150: 2130: 2087: 2085:{\textstyle f:V\to W} 2044: 2009:to the column vector 2004: 1964: 1935: 1906: 1883: 1857: 1837:affine transformation 1830: 1795: 1748: 1711: 1668: 1608: 1588: 1552: 1532: 1504: 1408: 1380: 1354: 1298: 1269: 1240: 1220: 1193: 1037: 982: 912: 853: 773: 747: 707: 675: 652: 632: 577: 557: 533: 513: 486:(possibly of a lower 481: 461: 442:. Moreover, it maps 437: 417: 397: 377: 345:. Sometimes the term 332: 312: 282: 262: 239:. Sometimes the term 230: 197:If a linear map is a 180:scalar multiplication 165: 131:linear transformation 32:Möbius transformation 16545:Carl Friedrich Gauss 16478:stress–energy tensor 16473:Cauchy stress tensor 16225:Covariant derivative 16187:Antisymmetric tensor 16119:Multi-index notation 15761:Gram–Schmidt process 15713:Gaussian elimination 15130:Halmos, Paul Richard 15026: 15006: 14983: 14963: 14943: 14917: 14875: 14840: 14809: 14786: 14754: 14723: 14699: 14564: 14529: 14493: 14467: 14407: 14375: 14364:{\textstyle a_{i,j}} 14342: 14096: 13966: 13955:{\textstyle a_{i,j}} 13933: 13892: 13824: 13764: 13631: 13606: 13544: 13414: 13402:into a vector space 13366: 13335: 13310: 13290: 13279:{\textstyle \alpha } 13270: 13234: 13161: 13125: 13078: 12971: 12930: 12895: 12883:is a subspace (or a 12852: 12823: 12797: 12765: 12715: 12667: 12630: 12569: 12488:Category of matrices 12200: 12139: 11985:of sets) or also to 11586:Euler characteristic 11479: 11394: 11326: 11238: 11163: 10937: 10825: 10786: 10752: 10732: 10712: 10692: 10672: 10652: 10641:{\textstyle \nu (f)} 10623: 10591: 10571: 10523: 10494: 10462: 10442: 10394: 10297: 10291:rank–nullity theorem 10269: 10237: 10217: 10202:{\textstyle \ker(f)} 10181: 10005: 9985: 9941: 9899: 9873: 9835: 9830:general linear group 9808: 9788: 9762: 9722: 9702: 9682: 9647: 9611: 9575: 9543: 9539:which is denoted by 9523: 9495: 9475: 9447: 9412: 9385: 9349: 9329: 9293: 9224: 9198: 9160: 9156:, sometimes denoted 9140: 9120: 9100: 9096:of linear maps from 9061: 8992: 8969: 8949: 8938:{\textstyle \alpha } 8929: 8897: 8789: 8749: 8706: 8667: 8599: 8564: 8532: 8453: 8376: 8295: 8224: 8147: 8040: 7970: 7900: 7799: 7729: 7598: 7562: 7520: 7429: 7374: 7332: 7291: 7266: 7246: 7224: 7204: 7179: 7152: 7127: 7107: 7085: 7065: 7045: 7018: 6966: 6928: 6890: 6870: 6850: 6752: 6714: 6694: 6656: 6586: 6566: 6546: 6526: 6506: 6486: 6466: 6440: 6410: 6390: 6283: 6245: 6225: 6169: 6101: 5920: 5888: 5805: 5783: 5737: 5709: 5705:. Then every vector 5689: 5633: 5582: 5540: 5514: 5494: 5470: 5450: 5442:vector spaces and a 5422: 5402: 5366: 5346: 5326: 5306: 5252: 5218: 5195: 5168: 5148: 5124: 5030: 4941: 4898: 4818: 4756: 4718: 4677: 4673:then the assignment 4649: 4614: 4578: 4546: 4526: 4480: 4425: 4275: 4237: 4205: 4108: 4033: 3981: 3935: 3909: 3871: 3839: 3814: 3785: 3765: 3733: 3713: 3693: 3673: 3653: 3633: 3610: 3584: 3540: 3520: 3497: 3465: 3441: 3421: 3385: 3349: 3329: 3309: 3234: 3178: 3094: 3038: 3006: 2986: 2930: 2880: 2852:{\displaystyle E=aE} 2813: 2748: 2728: 2708: 2647: 2615: 2595: 2566: 2544: 2372: 2350: 2185: 2165:on the space of all 2139: 2104: 2064: 2013: 1976: 1944: 1915: 1895: 1866: 1846: 1807: 1771: 1727: 1687: 1680:More generally, any 1626: 1597: 1586:{\textstyle {}_{R}M} 1568: 1541: 1515: 1417: 1389: 1363: 1307: 1278: 1249: 1229: 1209: 1046: 991: 935: 922:operation preserving 867: 789: 756: 720: 684: 664: 641: 621: 566: 546: 522: 502: 470: 450: 426: 406: 386: 366: 321: 295: 271: 251: 213: 209:. In the case where 201:then it is called a 148: 16422:Nonmetricity tensor 16277:(2nd-order tensors) 16245:Hodge star operator 16235:Exterior derivative 16084:Transport phenomena 16069:Continuum mechanics 16025:Multilinear algebra 15891:Numerical stability 15771:Multilinear algebra 15746:Inner product space 15596:Linear independence 15347:Schaefer, Helmut H. 15316:Functional Analysis 15263:Functional Analysis 15179:Katznelson, Yitzhak 15159:(Second ed.). 14079:columns, called an 13748:, pp. 277–280. 13299:{\textstyle \beta } 10919:the co-kernel is a 10434:is also called the 9929:Image (mathematics) 9756:associative algebra 9443:An endomorphism of 9379:associative algebra 9258:composition of maps 9254:associative algebra 7310:{\textstyle P^{-1}} 6386:Thus, the function 4814:to a linear map on 2498: 2459: 2389: 2171:linear endomorphism 2128:{\textstyle f(0)=0} 1378:{\displaystyle c=0} 1200:linear combinations 607:the one of matrices 593:In the language of 343:functional analysis 310:{\displaystyle V=W} 237:linear endomorphism 228:{\displaystyle V=W} 192:Module homomorphism 16555:Tullio Levi-Civita 16498:Metric tensor (GR) 16412:Levi-Civita symbol 16265:Tensor contraction 16079:General relativity 16015:Euclidean geometry 15601:Linear combination 15083:Axler, Sheldon Jay 15059: 15012: 14995:{\displaystyle s,} 14992: 14969: 14949: 14923: 14881: 14855: 14824: 14792: 14768: 14740: 14705: 14576: 14541: 14511: 14479: 14449: 14393: 14361: 14328: 14322: 14061: 13952: 13919: 13870: 13810: 13680:linear functionals 13648: 13617: 13588: 13530: 13398:of a vector space 13372: 13352: 13321: 13296: 13276: 13256: 13220: 13143: 13117:are vector spaces 13084: 13056: 12955: 12910: 12867: 12835: 12809: 12783: 12729: 12701: 12652: 12616: 12493:Quasilinearization 12287: 12186: 11602:Fredholm operators 11560: 11436: 11364: 11280: 11203:: given a vector ( 11193: 11043:degrees of freedom 10997: 10895: 10804: 10758: 10738: 10718: 10698: 10678: 10658: 10638: 10609: 10577: 10553: 10509: 10480: 10448: 10424: 10378: 10275: 10255: 10223: 10199: 10166: 10164: 9991: 9959: 9905: 9885: 9859: 9814: 9794: 9774: 9740: 9708: 9688: 9665: 9629: 9593: 9561: 9529: 9517:automorphism group 9501: 9481: 9453: 9430: 9391: 9367: 9335: 9311: 9242: 9210: 9184: 9146: 9126: 9106: 9086: 9054:, is also linear. 9044: 8978: 8955: 8935: 8915: 8880: 8775: 8731: 8692: 8623: 8582: 8550: 8503: 8494: 8430: 8424: 8357: 8351: 8271: 8265: 8205: 8188: 8126: 8120: 8020: 8014: 7950: 7944: 7873: 7867: 7795:counterclockwise: 7779: 7773: 7686: 7584: 7548: 7506: 7415: 7360: 7326: 7307: 7277: 7252: 7230: 7210: 7190: 7163: 7138: 7113: 7091: 7071: 7051: 7024: 7004: 6962:whose coordinates 6952: 6914: 6876: 6856: 6836: 6830: 6738: 6700: 6680: 6642: 6636: 6572: 6552: 6532: 6512: 6502:for any vector in 6492: 6472: 6452: 6426: 6396: 6374: 6269: 6231: 6211: 6155: 6081: 5906: 5872: 5791: 5769: 5723: 5695: 5675: 5612: 5568: 5526: 5500: 5476: 5456: 5440:finite-dimensional 5428: 5408: 5378:{\displaystyle p.} 5375: 5352: 5332: 5312: 5292: 5238: 5201: 5180:{\displaystyle X.} 5177: 5154: 5130: 5105: 5016: 4927: 4884: 4804: 4742: 4704: 4663: 4635: 4597: 4564: 4532: 4512: 4466: 4411: 4261: 4223: 4191: 4094: 4019: 3967: 3921: 3895: 3857: 3826:{\displaystyle X.} 3823: 3800: 3771: 3751: 3719: 3699: 3679: 3659: 3639: 3622:{\displaystyle f.} 3619: 3596: 3570: 3526: 3503: 3483: 3453:{\displaystyle X,} 3450: 3427: 3400: 3367: 3335: 3315: 3274: 3220: 3153: 3080: 3012: 2992: 2972: 2916: 2849: 2799: 2734: 2714: 2691:linear isomorphism 2665: 2621: 2601: 2574: 2552: 2520: 2484: 2445: 2375: 2358: 2319: 2145: 2125: 2082: 2051:finite-dimensional 2039: 1999: 1959: 1930: 1901: 1878: 1852: 1825: 1790: 1743: 1706: 1663: 1603: 1583: 1547: 1527: 1499: 1403: 1375: 1349: 1293: 1264: 1235: 1215: 1188: 1032: 977: 907: 848: 768: 742: 702: 670: 647: 627: 572: 552: 528: 508: 476: 456: 432: 412: 392: 372: 362:A linear map from 327: 307: 277: 257: 225: 205:linear isomorphism 160: 16588: 16587: 16550:Hermann Grassmann 16506: 16505: 16458:Moment of inertia 16319:Differential form 16294:Affine connection 16109:Einstein notation 16092: 16091: 16020:Exterior calculus 16000:Coordinate system 15932: 15931: 15799:Geometric algebra 15756:Kronecker product 15591:Linear projection 15576:Vector projection 15477:978-0-486-49353-4 15455:978-0-8218-4419-9 15421:978-0-8247-8643-4 15394:978-0-12-622760-4 15364:978-1-4612-7155-0 15330:978-0-07-054236-5 15302:978-0-07-054235-8 15215:978-1-4757-3328-0 15196:978-0-8218-4419-9 15170:978-0-521-83940-2 15100:978-3-319-11079-0 15015:{\displaystyle F} 14972:{\displaystyle f} 14952:{\displaystyle f} 14926:{\displaystyle F} 13718:, pp. 21–26. 13498: 13066:is a subspace of 12519:are often called 12470:Linear functional 12408:computer graphics 11971:is said to be an 11842:as a map of sets. 11645:be a linear map. 10285:. The following 10265:is a subspace of 8420: 8287:axis by an angle 8036:with the origin: 7027:{\displaystyle j} 6879:{\displaystyle f} 6866:is the matrix of 6859:{\displaystyle M} 6799: 6773: 6703:{\displaystyle j} 6652:corresponding to 6575:{\displaystyle M} 6555:{\displaystyle j} 6535:{\displaystyle M} 6515:{\displaystyle V} 6495:{\displaystyle f} 6475:{\displaystyle M} 6399:{\displaystyle f} 6234:{\displaystyle W} 5916:is a linear map, 5698:{\displaystyle V} 5503:{\displaystyle A} 5479:{\displaystyle W} 5459:{\displaystyle V} 5431:{\displaystyle W} 5411:{\displaystyle V} 5355:{\displaystyle X} 5335:{\displaystyle f} 5322:in the domain of 5315:{\displaystyle m} 5204:{\displaystyle f} 5157:{\displaystyle X} 5133:{\displaystyle f} 5119:linear functional 4535:{\displaystyle S} 4104:then necessarily 3977:are scalars, and 3774:{\displaystyle f} 3722:{\displaystyle X} 3702:{\displaystyle f} 3682:{\displaystyle Y} 3662:{\displaystyle X} 3642:{\displaystyle S} 3529:{\displaystyle f} 3506:{\displaystyle X} 3430:{\displaystyle f} 3338:{\displaystyle Y} 3318:{\displaystyle X} 3289:Linear extensions 2737:{\displaystyle Y} 2717:{\displaystyle X} 2624:{\displaystyle W} 2604:{\displaystyle V} 2314: 2279: 2201: 2148:{\displaystyle f} 1904:{\displaystyle A} 1855:{\displaystyle A} 1606:{\displaystyle R} 1559:linear functional 1550:{\displaystyle K} 1238:{\displaystyle W} 1218:{\displaystyle V} 673:{\displaystyle K} 650:{\displaystyle W} 630:{\displaystyle V} 575:{\displaystyle W} 555:{\displaystyle W} 531:{\displaystyle W} 511:{\displaystyle V} 479:{\displaystyle W} 459:{\displaystyle V} 435:{\displaystyle W} 422:to the origin of 415:{\displaystyle V} 395:{\displaystyle W} 375:{\displaystyle V} 330:{\displaystyle V} 280:{\displaystyle W} 260:{\displaystyle V} 111: 110: 103: 16:(Redirected from 16623: 16611:Linear operators 16601:Abstract algebra 16565:Bernhard Riemann 16397: 16396: 16240:Exterior product 16207:Two-point tensor 16192:Symmetric tensor 16074:Electromagnetism 15988: 15987: 15959: 15952: 15945: 15936: 15935: 15922: 15921: 15804:Exterior algebra 15741:Hadamard product 15658: 15646:Linear equations 15517: 15510: 15503: 15494: 15493: 15489: 15464:Wilansky, Albert 15459: 15444:(2nd ed.). 15433: 15406: 15376: 15342: 15306: 15282: 15266: 15252: 15227: 15200: 15174: 15151: 15136:(2nd ed.). 15125: 15104: 15089:(3rd ed.). 15069: 15068: 15066: 15065: 15060: 15021: 15019: 15018: 15013: 15001: 14999: 14998: 14993: 14978: 14976: 14975: 14970: 14958: 14956: 14955: 14950: 14932: 14930: 14929: 14924: 14911: 14899: 14894: 14890: 14888: 14887: 14882: 14868: 14865:is not dense in 14864: 14862: 14861: 14856: 14833: 14831: 14830: 14825: 14801: 14799: 14798: 14793: 14777: 14775: 14774: 14769: 14761: 14749: 14747: 14746: 14741: 14733: 14718: 14714: 14712: 14711: 14706: 14685: 14679: 14677: 14660: 14654: 14648: 14639: 14633: 14624: 14618: 14612: 14606: 14600: 14594: 14588: 14585: 14583: 14582: 14577: 14558: 14550: 14548: 14547: 14542: 14520: 14518: 14517: 14512: 14510: 14509: 14504: 14488: 14486: 14485: 14480: 14459:) appear in the 14458: 14456: 14455: 14450: 14445: 14444: 14439: 14424: 14423: 14418: 14402: 14400: 14399: 14394: 14392: 14391: 14386: 14370: 14368: 14367: 14362: 14360: 14359: 14337: 14335: 14334: 14329: 14327: 14326: 14319: 14318: 14296: 14295: 14278: 14277: 14236: 14235: 14213: 14212: 14195: 14194: 14175: 14174: 14152: 14151: 14134: 14133: 14088: 14082: 14078: 14074: 14070: 14068: 14067: 14062: 14035: 14034: 14029: 14023: 14022: 14006: 14001: 13983: 13982: 13977: 13961: 13959: 13958: 13953: 13951: 13950: 13928: 13926: 13925: 13920: 13887: 13883: 13879: 13877: 13876: 13871: 13869: 13865: 13864: 13863: 13858: 13843: 13842: 13837: 13819: 13817: 13816: 13811: 13809: 13805: 13804: 13803: 13798: 13783: 13782: 13777: 13755: 13749: 13743: 13734: 13728: 13719: 13713: 13707: 13706: 13704: 13703: 13689: 13683: 13677: 13669: 13663: 13661: 13657: 13655: 13654: 13649: 13644: 13626: 13624: 13623: 13618: 13616: 13601: 13598:and all scalars 13597: 13595: 13594: 13589: 13581: 13580: 13575: 13566: 13565: 13560: 13551: 13539: 13537: 13536: 13531: 13529: 13512: 13496: 13492: 13491: 13486: 13474: 13473: 13468: 13456: 13452: 13451: 13450: 13445: 13436: 13435: 13430: 13406:is said to be a 13405: 13401: 13397: 13389: 13383: 13381: 13379: 13378: 13373: 13361: 13359: 13358: 13353: 13348: 13330: 13328: 13327: 13322: 13320: 13305: 13303: 13302: 13297: 13285: 13283: 13282: 13277: 13266:and all scalars 13265: 13263: 13262: 13257: 13249: 13241: 13229: 13227: 13226: 13221: 13219: 13205: 13188: 13177: 13152: 13150: 13149: 13144: 13116: 13112: 13104: 13098: 13093: 13091: 13090: 13085: 13069: 13065: 13063: 13062: 13057: 13046: 13029: 13012: 12986: 12985: 12964: 12962: 12961: 12956: 12945: 12944: 12925: 12919: 12917: 12916: 12911: 12882: 12876: 12874: 12873: 12868: 12844: 12842: 12841: 12836: 12818: 12816: 12815: 12810: 12792: 12790: 12789: 12784: 12754: 12748: 12742: 12738: 12736: 12735: 12730: 12722: 12710: 12708: 12707: 12702: 12700: 12683: 12661: 12659: 12658: 12653: 12645: 12637: 12625: 12623: 12622: 12617: 12615: 12604: 12590: 12582: 12563: 12559: 12555: 12551: 12547: 12543: 12538: 12532: 12526: 12521:linear operators 12518: 12514: 12509: 12484: 12475: 12453:Bounded operator 12393: 12385: 12296: 12294: 12293: 12288: 12283: 12279: 12267: 12256: 12252: 12234: 12233: 12218: 12214: 12195: 12193: 12192: 12187: 12185: 12181: 12160: 12156: 12108:whose matrix is 12080: 12076: 12072: 12056: 12052: 12035: 12031: 12025: 12021: 12017: 12009: 11988: 11980: 11970: 11958: 11950: 11944: 11929:right-invertible 11926: 11920: 11910: 11900: 11886: 11872: 11864: 11859: 11837: 11818: 11806: 11798: 11792: 11774: 11768: 11758: 11748: 11734: 11720: 11712: 11707: 11698: 11674: 11655: 11644: 11630: 11626: 11622: 11569: 11567: 11566: 11561: 11445: 11443: 11442: 11437: 11435: 11431: 11430: 11414: 11410: 11409: 11373: 11371: 11370: 11365: 11357: 11356: 11338: 11337: 11289: 11287: 11286: 11281: 11279: 11275: 11274: 11258: 11254: 11253: 11211:), the value of 11202: 11200: 11199: 11194: 11006: 11004: 11003: 10998: 10904: 10902: 10901: 10896: 10876: 10853: 10813: 10811: 10810: 10805: 10768:, respectively. 10767: 10765: 10764: 10759: 10747: 10745: 10744: 10739: 10727: 10725: 10724: 10719: 10707: 10705: 10704: 10699: 10687: 10685: 10684: 10679: 10667: 10665: 10664: 10659: 10647: 10645: 10644: 10639: 10618: 10616: 10615: 10610: 10586: 10584: 10583: 10578: 10562: 10560: 10559: 10554: 10518: 10516: 10515: 10510: 10490:, or sometimes, 10489: 10487: 10486: 10481: 10457: 10455: 10454: 10449: 10433: 10431: 10430: 10425: 10387: 10385: 10384: 10379: 10284: 10282: 10281: 10276: 10264: 10262: 10261: 10256: 10232: 10230: 10229: 10224: 10208: 10206: 10205: 10200: 10175: 10173: 10172: 10167: 10165: 10151: 10140: 10126: 10112: 10073: 10062: 10042: 10000: 9998: 9997: 9992: 9968: 9966: 9965: 9960: 9933:Rank of a matrix 9914: 9912: 9911: 9906: 9894: 9892: 9891: 9886: 9868: 9866: 9865: 9860: 9823: 9821: 9820: 9815: 9803: 9801: 9800: 9795: 9783: 9781: 9780: 9775: 9749: 9747: 9746: 9741: 9717: 9715: 9714: 9709: 9697: 9695: 9694: 9689: 9674: 9672: 9671: 9666: 9639:is the group of 9638: 9636: 9635: 9630: 9602: 9600: 9599: 9594: 9570: 9568: 9567: 9562: 9538: 9536: 9535: 9530: 9510: 9508: 9507: 9502: 9490: 9488: 9487: 9482: 9463:that is also an 9462: 9460: 9459: 9454: 9439: 9437: 9436: 9431: 9400: 9398: 9397: 9392: 9376: 9374: 9373: 9368: 9344: 9342: 9341: 9336: 9320: 9318: 9317: 9312: 9251: 9249: 9248: 9243: 9219: 9217: 9216: 9213:{\textstyle V=W} 9211: 9193: 9191: 9190: 9185: 9155: 9153: 9152: 9147: 9135: 9133: 9132: 9127: 9115: 9113: 9112: 9107: 9095: 9093: 9092: 9087: 9070: 9069: 9053: 9051: 9050: 9045: 9037: 9014: 8987: 8985: 8984: 8979: 8964: 8962: 8961: 8956: 8944: 8942: 8941: 8936: 8924: 8922: 8921: 8916: 8889: 8887: 8886: 8881: 8876: 8868: 8867: 8852: 8844: 8843: 8828: 8817: 8816: 8804: 8803: 8784: 8782: 8781: 8776: 8774: 8773: 8761: 8760: 8740: 8738: 8737: 8732: 8718: 8717: 8701: 8699: 8698: 8693: 8679: 8678: 8645:-linear maps as 8641:, together with 8632: 8630: 8629: 8624: 8591: 8589: 8588: 8583: 8559: 8557: 8556: 8551: 8512: 8510: 8509: 8504: 8499: 8498: 8460: 8439: 8437: 8436: 8431: 8429: 8428: 8421: 8413: 8383: 8366: 8364: 8363: 8358: 8356: 8355: 8302: 8280: 8278: 8277: 8272: 8270: 8269: 8231: 8214: 8212: 8211: 8206: 8204: 8193: 8192: 8154: 8135: 8133: 8132: 8127: 8125: 8124: 8047: 8029: 8027: 8026: 8021: 8019: 8018: 7977: 7959: 7957: 7956: 7951: 7949: 7948: 7907: 7882: 7880: 7879: 7874: 7872: 7871: 7806: 7788: 7786: 7785: 7780: 7778: 7777: 7736: 7695: 7693: 7692: 7687: 7685: 7684: 7683: 7674: 7670: 7669: 7665: 7644: 7643: 7642: 7633: 7629: 7613: 7612: 7593: 7591: 7590: 7585: 7577: 7576: 7557: 7555: 7554: 7549: 7547: 7546: 7545: 7536: 7532: 7515: 7513: 7512: 7507: 7505: 7504: 7503: 7494: 7490: 7489: 7485: 7464: 7463: 7462: 7453: 7449: 7439: 7424: 7422: 7421: 7416: 7414: 7413: 7412: 7403: 7399: 7398: 7394: 7369: 7367: 7366: 7361: 7359: 7358: 7357: 7348: 7344: 7316: 7314: 7313: 7308: 7306: 7305: 7286: 7284: 7283: 7278: 7276: 7261: 7259: 7258: 7253: 7239: 7237: 7236: 7231: 7219: 7217: 7216: 7211: 7199: 7197: 7196: 7191: 7189: 7172: 7170: 7169: 7164: 7162: 7147: 7145: 7144: 7139: 7137: 7122: 7120: 7119: 7114: 7100: 7098: 7097: 7092: 7080: 7078: 7077: 7072: 7060: 7058: 7057: 7052: 7033: 7031: 7030: 7025: 7013: 7011: 7010: 7005: 7003: 7002: 6981: 6980: 6961: 6959: 6958: 6953: 6948: 6947: 6942: 6923: 6921: 6920: 6915: 6885: 6883: 6882: 6877: 6865: 6863: 6862: 6857: 6845: 6843: 6842: 6837: 6835: 6834: 6828: 6826: 6825: 6812: 6809: 6803: 6797: 6791: 6790: 6771: 6759: 6747: 6745: 6744: 6739: 6734: 6733: 6728: 6709: 6707: 6706: 6701: 6689: 6687: 6686: 6681: 6676: 6675: 6670: 6651: 6649: 6648: 6643: 6641: 6640: 6633: 6632: 6609: 6608: 6581: 6579: 6578: 6573: 6561: 6559: 6558: 6553: 6541: 6539: 6538: 6533: 6521: 6519: 6518: 6513: 6501: 6499: 6498: 6493: 6481: 6479: 6478: 6473: 6461: 6459: 6458: 6453: 6435: 6433: 6432: 6427: 6425: 6424: 6405: 6403: 6402: 6397: 6383: 6381: 6380: 6375: 6370: 6369: 6364: 6358: 6357: 6336: 6335: 6330: 6324: 6323: 6308: 6304: 6303: 6298: 6278: 6276: 6275: 6270: 6265: 6264: 6259: 6240: 6238: 6237: 6232: 6220: 6218: 6217: 6212: 6207: 6206: 6201: 6186: 6185: 6180: 6164: 6162: 6161: 6156: 6151: 6150: 6145: 6121: 6120: 6115: 6090: 6088: 6087: 6082: 6077: 6073: 6072: 6067: 6054: 6053: 6032: 6031: 6026: 6014: 6013: 5998: 5997: 5992: 5986: 5985: 5967: 5966: 5961: 5955: 5954: 5933: 5915: 5913: 5912: 5907: 5881: 5879: 5878: 5873: 5868: 5867: 5862: 5856: 5855: 5837: 5836: 5831: 5825: 5824: 5812: 5800: 5798: 5797: 5792: 5790: 5778: 5776: 5775: 5770: 5768: 5767: 5749: 5748: 5732: 5730: 5729: 5724: 5716: 5704: 5702: 5701: 5696: 5684: 5682: 5681: 5676: 5671: 5670: 5665: 5650: 5649: 5644: 5621: 5619: 5618: 5613: 5611: 5610: 5605: 5596: 5595: 5590: 5577: 5575: 5574: 5569: 5567: 5553: 5535: 5533: 5532: 5527: 5509: 5507: 5506: 5501: 5485: 5483: 5482: 5477: 5465: 5463: 5462: 5457: 5437: 5435: 5434: 5429: 5417: 5415: 5414: 5409: 5384: 5382: 5381: 5376: 5361: 5359: 5358: 5353: 5341: 5339: 5338: 5333: 5321: 5319: 5318: 5313: 5301: 5299: 5298: 5293: 5276: 5259: 5247: 5245: 5244: 5239: 5237: 5210: 5208: 5207: 5202: 5186: 5184: 5183: 5178: 5163: 5161: 5160: 5155: 5139: 5137: 5136: 5131: 5114: 5112: 5111: 5106: 5025: 5023: 5022: 5017: 5015: 5014: 5009: 4936: 4934: 4933: 4928: 4926: 4918: 4917: 4912: 4893: 4891: 4890: 4885: 4880: 4879: 4874: 4813: 4811: 4810: 4805: 4751: 4749: 4748: 4743: 4713: 4711: 4710: 4705: 4672: 4670: 4669: 4664: 4662: 4644: 4642: 4641: 4636: 4634: 4633: 4628: 4610:For example, if 4606: 4604: 4603: 4598: 4573: 4571: 4570: 4565: 4541: 4539: 4538: 4533: 4521: 4519: 4518: 4513: 4511: 4510: 4492: 4491: 4475: 4473: 4472: 4467: 4462: 4461: 4443: 4442: 4420: 4418: 4417: 4412: 4410: 4406: 4405: 4389: 4388: 4370: 4366: 4365: 4349: 4348: 4336: 4332: 4331: 4330: 4321: 4320: 4305: 4304: 4295: 4294: 4270: 4268: 4267: 4262: 4232: 4230: 4229: 4224: 4200: 4198: 4197: 4192: 4187: 4183: 4182: 4166: 4165: 4147: 4143: 4142: 4126: 4125: 4103: 4101: 4100: 4095: 4090: 4089: 4080: 4079: 4061: 4060: 4051: 4050: 4028: 4026: 4025: 4020: 4012: 4011: 3993: 3992: 3976: 3974: 3973: 3968: 3966: 3965: 3947: 3946: 3930: 3928: 3927: 3922: 3904: 3902: 3901: 3896: 3866: 3864: 3863: 3858: 3832: 3830: 3829: 3824: 3809: 3807: 3806: 3801: 3780: 3778: 3777: 3772: 3760: 3758: 3757: 3752: 3728: 3726: 3725: 3720: 3708: 3706: 3705: 3700: 3688: 3686: 3685: 3680: 3668: 3666: 3665: 3660: 3648: 3646: 3645: 3640: 3629:When the subset 3628: 3626: 3625: 3620: 3605: 3603: 3602: 3597: 3579: 3577: 3576: 3571: 3535: 3533: 3532: 3527: 3512: 3510: 3509: 3504: 3492: 3490: 3489: 3484: 3459: 3457: 3456: 3451: 3436: 3434: 3433: 3428: 3416: 3415: 3414:linear extension 3409: 3407: 3406: 3401: 3376: 3374: 3373: 3368: 3344: 3342: 3341: 3336: 3324: 3322: 3321: 3316: 3299: 3298: 3283: 3281: 3280: 3275: 3270: 3250: 3229: 3227: 3226: 3221: 3171: 3162: 3160: 3159: 3154: 3149: 3132: 3115: 3107: 3089: 3087: 3086: 3081: 3031: 3021: 3019: 3018: 3013: 3001: 2999: 2998: 2993: 2981: 2979: 2978: 2973: 2925: 2923: 2922: 2917: 2915: 2914: 2909: 2900: 2899: 2894: 2873: 2858: 2856: 2855: 2850: 2808: 2806: 2805: 2800: 2743: 2741: 2740: 2735: 2723: 2721: 2720: 2715: 2684: 2674: 2672: 2671: 2666: 2642: 2638: 2634: 2630: 2628: 2627: 2622: 2610: 2608: 2607: 2602: 2583: 2581: 2580: 2575: 2573: 2561: 2559: 2558: 2553: 2551: 2529: 2527: 2526: 2521: 2497: 2492: 2458: 2453: 2432: 2428: 2388: 2383: 2367: 2365: 2364: 2359: 2357: 2345: 2341: 2328: 2326: 2325: 2320: 2315: 2313: 2305: 2288: 2280: 2278: 2270: 2253: 2245: 2241: 2202: 2200: 2189: 2167:smooth functions 2154: 2152: 2151: 2146: 2134: 2132: 2131: 2126: 2091: 2089: 2088: 2083: 2048: 2046: 2045: 2040: 2038: 2037: 2032: 2023: 2008: 2006: 2005: 2000: 1998: 1997: 1992: 1983: 1968: 1966: 1965: 1960: 1958: 1957: 1952: 1939: 1937: 1936: 1931: 1929: 1928: 1923: 1910: 1908: 1907: 1902: 1887: 1885: 1884: 1879: 1861: 1859: 1858: 1853: 1834: 1832: 1831: 1826: 1799: 1797: 1796: 1791: 1789: 1788: 1752: 1750: 1749: 1744: 1742: 1734: 1719: 1715: 1713: 1712: 1707: 1705: 1694: 1672: 1670: 1669: 1664: 1647: 1639: 1612: 1610: 1609: 1604: 1592: 1590: 1589: 1584: 1579: 1578: 1573: 1556: 1554: 1553: 1548: 1536: 1534: 1533: 1528: 1508: 1506: 1505: 1500: 1495: 1494: 1489: 1477: 1457: 1437: 1436: 1431: 1412: 1410: 1409: 1404: 1396: 1384: 1382: 1381: 1376: 1358: 1356: 1355: 1350: 1345: 1344: 1339: 1327: 1326: 1321: 1302: 1300: 1299: 1294: 1292: 1291: 1286: 1273: 1271: 1270: 1265: 1263: 1262: 1257: 1244: 1242: 1241: 1236: 1224: 1222: 1221: 1216: 1197: 1195: 1194: 1189: 1181: 1180: 1175: 1163: 1162: 1141: 1140: 1135: 1123: 1122: 1107: 1106: 1101: 1095: 1094: 1076: 1075: 1070: 1064: 1063: 1041: 1039: 1038: 1033: 1022: 1021: 1003: 1002: 986: 984: 983: 978: 970: 969: 964: 949: 948: 943: 916: 914: 913: 908: 903: 883: 857: 855: 854: 849: 844: 827: 810: 802: 777: 775: 774: 769: 751: 749: 748: 743: 735: 727: 712:is said to be a 711: 709: 708: 703: 679: 677: 676: 671: 656: 654: 653: 648: 636: 634: 633: 628: 581: 579: 578: 573: 561: 559: 558: 553: 537: 535: 534: 529: 517: 515: 514: 509: 485: 483: 482: 477: 465: 463: 462: 457: 444:linear subspaces 441: 439: 438: 433: 421: 419: 418: 413: 401: 399: 398: 393: 381: 379: 378: 373: 336: 334: 333: 328: 316: 314: 313: 308: 286: 284: 283: 278: 266: 264: 263: 258: 245: 244: 234: 232: 231: 226: 207: 206: 169: 167: 166: 161: 106: 99: 95: 92: 86: 81:this article by 72:inline citations 59: 58: 51: 21: 16631: 16630: 16626: 16625: 16624: 16622: 16621: 16620: 16591: 16590: 16589: 16584: 16535:Albert Einstein 16502: 16483:Einstein tensor 16446: 16427:Ricci curvature 16407:Kronecker delta 16393:Notable tensors 16388: 16309:Connection form 16286: 16280: 16211: 16197:Tensor operator 16154: 16148: 16088: 16064:Computer vision 16057: 16039: 16035:Tensor calculus 15979: 15968: 15963: 15933: 15928: 15910: 15872: 15828: 15765: 15717: 15659: 15650: 15616:Change of basis 15606:Multilinear map 15544: 15526: 15521: 15478: 15456: 15422: 15395: 15381:Schechter, Eric 15365: 15331: 15303: 15279: 15250: 15240:Springer-Verlag 15216: 15197: 15171: 15157:Matrix Analysis 15148: 15122: 15101: 15078: 15073: 15072: 15027: 15024: 15023: 15007: 15004: 15003: 14984: 14981: 14980: 14964: 14961: 14960: 14944: 14941: 14940: 14918: 14915: 14914: 14912: 14908: 14903: 14902: 14898: 14892: 14876: 14873: 14872: 14866: 14841: 14838: 14837: 14810: 14807: 14806: 14805:The null space 14787: 14784: 14783: 14757: 14755: 14752: 14751: 14729: 14724: 14721: 14720: 14716: 14700: 14697: 14696: 14686: 14682: 14661: 14657: 14649: 14642: 14634: 14627: 14619: 14615: 14607: 14603: 14595: 14591: 14565: 14562: 14561: 14556: 14530: 14527: 14526: 14505: 14500: 14499: 14494: 14491: 14490: 14468: 14465: 14464: 14440: 14435: 14434: 14419: 14414: 14413: 14408: 14405: 14404: 14387: 14382: 14381: 14376: 14373: 14372: 14349: 14345: 14343: 14340: 14339: 14321: 14320: 14308: 14304: 14302: 14297: 14285: 14281: 14279: 14267: 14263: 14260: 14259: 14254: 14249: 14244: 14238: 14237: 14225: 14221: 14219: 14214: 14202: 14198: 14196: 14184: 14180: 14177: 14176: 14164: 14160: 14158: 14153: 14141: 14137: 14135: 14123: 14119: 14112: 14111: 14097: 14094: 14093: 14086: 14080: 14076: 14072: 14030: 14025: 14024: 14012: 14008: 14002: 13991: 13978: 13973: 13972: 13967: 13964: 13963: 13940: 13936: 13934: 13931: 13930: 13893: 13890: 13889: 13885: 13881: 13859: 13854: 13853: 13838: 13833: 13832: 13831: 13827: 13825: 13822: 13821: 13799: 13794: 13793: 13778: 13773: 13772: 13771: 13767: 13765: 13762: 13761: 13756: 13752: 13744: 13737: 13729: 13722: 13714: 13710: 13701: 13699: 13691: 13690: 13686: 13675: 13670: 13666: 13659: 13640: 13632: 13629: 13628: 13612: 13607: 13604: 13603: 13599: 13576: 13571: 13570: 13561: 13556: 13555: 13547: 13545: 13542: 13541: 13525: 13508: 13487: 13482: 13481: 13469: 13464: 13463: 13446: 13441: 13440: 13431: 13426: 13425: 13424: 13420: 13415: 13412: 13411: 13403: 13399: 13395: 13390: 13386: 13367: 13364: 13363: 13344: 13336: 13333: 13332: 13316: 13311: 13308: 13307: 13291: 13288: 13287: 13271: 13268: 13267: 13245: 13237: 13235: 13232: 13231: 13215: 13201: 13184: 13173: 13162: 13159: 13158: 13126: 13123: 13122: 13114: 13110: 13105: 13101: 13097: 13079: 13076: 13075: 13067: 13042: 13025: 13008: 12978: 12974: 12972: 12969: 12968: 12937: 12933: 12931: 12928: 12927: 12923: 12896: 12893: 12892: 12880: 12853: 12850: 12849: 12824: 12821: 12820: 12798: 12795: 12794: 12766: 12763: 12762: 12760: 12755: 12751: 12740: 12718: 12716: 12713: 12712: 12696: 12679: 12668: 12665: 12664: 12663: 12641: 12633: 12631: 12628: 12627: 12611: 12600: 12586: 12578: 12570: 12567: 12566: 12565: 12561: 12557: 12553: 12549: 12545: 12541: 12539: 12535: 12524: 12516: 12512: 12510: 12506: 12501: 12482: 12479:Linear isometry 12473: 12431: 12400: 12387: 12376: 12341: 12333:Main articles: 12331: 12272: 12268: 12260: 12245: 12241: 12226: 12222: 12207: 12203: 12201: 12198: 12197: 12174: 12170: 12149: 12145: 12140: 12137: 12136: 12112:, in the basis 12102: 12100:Change of basis 12094:Main articles: 12092: 12090:Change of basis 12078: 12074: 12064: 12054: 12044: 12033: 12027: 12023: 12022:-th iterate of 12019: 12015: 11997: 11986: 11978: 11968: 11966: 11956: 11946: 11932: 11924: 11912: 11902: 11901:, the equation 11888: 11874: 11870: 11862: 11857: 11845: 11835: 11816: 11814: 11804: 11794: 11780: 11777:left-invertible 11772: 11760: 11750: 11749:, the equation 11736: 11722: 11718: 11710: 11701: 11696: 11686: 11672: 11653: 11651: 11632: 11628: 11624: 11620: 11614: 11600:, the index of 11598:operator theory 11480: 11477: 11476: 11469: 11462: 11451: 11426: 11422: 11418: 11405: 11401: 11397: 11395: 11392: 11391: 11352: 11348: 11333: 11329: 11327: 11324: 11323: 11312: 11306: 11296: 11270: 11266: 11262: 11249: 11245: 11241: 11239: 11236: 11235: 11164: 11161: 11160: 11147:: the value of 10938: 10935: 10934: 10872: 10849: 10826: 10823: 10822: 10787: 10784: 10783: 10780: 10774: 10753: 10750: 10749: 10733: 10730: 10729: 10713: 10710: 10709: 10693: 10690: 10689: 10673: 10670: 10669: 10653: 10650: 10649: 10624: 10621: 10620: 10592: 10589: 10588: 10587:and written as 10572: 10569: 10568: 10524: 10521: 10520: 10495: 10492: 10491: 10463: 10460: 10459: 10458:and written as 10443: 10440: 10439: 10395: 10392: 10391: 10298: 10295: 10294: 10270: 10267: 10266: 10238: 10235: 10234: 10218: 10215: 10214: 10182: 10179: 10178: 10163: 10162: 10147: 10136: 10122: 10108: 10097: 10079: 10078: 10069: 10058: 10038: 10027: 10008: 10006: 10003: 10002: 9986: 9983: 9982: 9942: 9939: 9938: 9935: 9923:Main articles: 9921: 9900: 9897: 9896: 9874: 9871: 9870: 9836: 9833: 9832: 9809: 9806: 9805: 9789: 9786: 9785: 9763: 9760: 9759: 9723: 9720: 9719: 9703: 9700: 9699: 9683: 9680: 9679: 9648: 9645: 9644: 9612: 9609: 9608: 9576: 9573: 9572: 9544: 9541: 9540: 9524: 9521: 9520: 9496: 9493: 9492: 9476: 9473: 9472: 9448: 9445: 9444: 9413: 9410: 9409: 9386: 9383: 9382: 9350: 9347: 9346: 9330: 9327: 9326: 9294: 9291: 9290: 9287: 9279:Main articles: 9277: 9269:matrix addition 9225: 9222: 9221: 9199: 9196: 9195: 9161: 9158: 9157: 9141: 9138: 9137: 9121: 9118: 9117: 9101: 9098: 9097: 9065: 9064: 9062: 9059: 9058: 9033: 9010: 8993: 8990: 8989: 8970: 8967: 8966: 8965:, then the map 8950: 8947: 8946: 8930: 8927: 8926: 8898: 8895: 8894: 8872: 8863: 8859: 8848: 8839: 8835: 8824: 8812: 8808: 8799: 8795: 8790: 8787: 8786: 8769: 8765: 8756: 8752: 8750: 8747: 8746: 8713: 8709: 8707: 8704: 8703: 8674: 8670: 8668: 8665: 8664: 8600: 8597: 8596: 8565: 8562: 8561: 8533: 8530: 8529: 8526: 8493: 8492: 8487: 8481: 8480: 8475: 8465: 8464: 8456: 8454: 8451: 8450: 8423: 8422: 8412: 8410: 8404: 8403: 8398: 8388: 8387: 8379: 8377: 8374: 8373: 8370:squeeze mapping 8350: 8349: 8338: 8332: 8331: 8317: 8307: 8306: 8298: 8296: 8293: 8292: 8264: 8263: 8258: 8252: 8251: 8246: 8236: 8235: 8227: 8225: 8222: 8221: 8200: 8187: 8186: 8181: 8175: 8174: 8169: 8159: 8158: 8150: 8148: 8145: 8144: 8119: 8118: 8101: 8086: 8085: 8071: 8052: 8051: 8043: 8041: 8038: 8037: 8013: 8012: 8007: 8001: 8000: 7995: 7982: 7981: 7973: 7971: 7968: 7967: 7943: 7942: 7934: 7928: 7927: 7922: 7912: 7911: 7903: 7901: 7898: 7897: 7866: 7865: 7854: 7842: 7841: 7827: 7811: 7810: 7802: 7800: 7797: 7796: 7772: 7771: 7766: 7760: 7759: 7751: 7741: 7740: 7732: 7730: 7727: 7726: 7702: 7676: 7675: 7661: 7657: 7653: 7649: 7648: 7635: 7634: 7625: 7621: 7620: 7605: 7601: 7599: 7596: 7595: 7569: 7565: 7563: 7560: 7559: 7538: 7537: 7528: 7524: 7523: 7521: 7518: 7517: 7496: 7495: 7481: 7477: 7473: 7469: 7468: 7455: 7454: 7445: 7441: 7440: 7432: 7430: 7427: 7426: 7405: 7404: 7390: 7386: 7382: 7378: 7377: 7375: 7372: 7371: 7350: 7349: 7340: 7336: 7335: 7333: 7330: 7329: 7298: 7294: 7292: 7289: 7288: 7280:{\textstyle B'} 7269: 7267: 7264: 7263: 7247: 7244: 7243: 7225: 7222: 7221: 7205: 7202: 7201: 7193:{\textstyle B'} 7182: 7180: 7177: 7176: 7166:{\textstyle A'} 7155: 7153: 7150: 7149: 7141:{\textstyle B'} 7130: 7128: 7125: 7124: 7108: 7105: 7104: 7086: 7083: 7082: 7066: 7063: 7062: 7046: 7043: 7042: 7019: 7016: 7015: 6995: 6991: 6973: 6969: 6967: 6964: 6963: 6943: 6938: 6937: 6929: 6926: 6925: 6891: 6888: 6887: 6871: 6868: 6867: 6851: 6848: 6847: 6829: 6827: 6818: 6814: 6810: 6808: 6801: 6800: 6792: 6783: 6779: 6777: 6764: 6763: 6755: 6753: 6750: 6749: 6729: 6724: 6723: 6715: 6712: 6711: 6695: 6692: 6691: 6671: 6666: 6665: 6657: 6654: 6653: 6635: 6634: 6625: 6621: 6618: 6617: 6611: 6610: 6601: 6597: 6590: 6589: 6587: 6584: 6583: 6567: 6564: 6563: 6547: 6544: 6543: 6542:, every column 6527: 6524: 6523: 6507: 6504: 6503: 6487: 6484: 6483: 6467: 6464: 6463: 6441: 6438: 6437: 6417: 6413: 6411: 6408: 6407: 6391: 6388: 6387: 6365: 6360: 6359: 6350: 6346: 6331: 6326: 6325: 6316: 6312: 6299: 6294: 6293: 6289: 6284: 6281: 6280: 6260: 6255: 6254: 6246: 6243: 6242: 6226: 6223: 6222: 6221:be a basis for 6202: 6197: 6196: 6181: 6176: 6175: 6170: 6167: 6166: 6146: 6141: 6140: 6116: 6111: 6110: 6102: 6099: 6098: 6068: 6063: 6062: 6058: 6049: 6045: 6027: 6022: 6021: 6009: 6005: 5993: 5988: 5987: 5981: 5977: 5962: 5957: 5956: 5950: 5946: 5929: 5921: 5918: 5917: 5889: 5886: 5885: 5863: 5858: 5857: 5851: 5847: 5832: 5827: 5826: 5820: 5816: 5808: 5806: 5803: 5802: 5786: 5784: 5781: 5780: 5763: 5759: 5744: 5740: 5738: 5735: 5734: 5712: 5710: 5707: 5706: 5690: 5687: 5686: 5685:be a basis for 5666: 5661: 5660: 5645: 5640: 5639: 5634: 5631: 5630: 5624:Euclidean space 5606: 5601: 5600: 5591: 5586: 5585: 5583: 5580: 5579: 5563: 5549: 5541: 5538: 5537: 5515: 5512: 5511: 5495: 5492: 5491: 5471: 5468: 5467: 5451: 5448: 5447: 5423: 5420: 5419: 5403: 5400: 5399: 5396: 5390: 5367: 5364: 5363: 5347: 5344: 5343: 5327: 5324: 5323: 5307: 5304: 5303: 5272: 5255: 5253: 5250: 5249: 5233: 5219: 5216: 5215: 5196: 5193: 5192: 5169: 5166: 5165: 5149: 5146: 5145: 5142:vector subspace 5125: 5122: 5121: 5031: 5028: 5027: 5010: 5005: 5004: 4942: 4939: 4938: 4922: 4913: 4908: 4907: 4899: 4896: 4895: 4875: 4870: 4869: 4819: 4816: 4815: 4757: 4754: 4753: 4719: 4716: 4715: 4678: 4675: 4674: 4658: 4650: 4647: 4646: 4629: 4624: 4623: 4615: 4612: 4611: 4579: 4576: 4575: 4547: 4544: 4543: 4527: 4524: 4523: 4506: 4502: 4487: 4483: 4481: 4478: 4477: 4457: 4453: 4438: 4434: 4426: 4423: 4422: 4401: 4397: 4393: 4384: 4380: 4361: 4357: 4353: 4344: 4340: 4326: 4322: 4316: 4312: 4300: 4296: 4290: 4286: 4285: 4281: 4276: 4273: 4272: 4238: 4235: 4234: 4206: 4203: 4202: 4178: 4174: 4170: 4161: 4157: 4138: 4134: 4130: 4121: 4117: 4109: 4106: 4105: 4085: 4081: 4075: 4071: 4056: 4052: 4046: 4042: 4034: 4031: 4030: 4007: 4003: 3988: 3984: 3982: 3979: 3978: 3961: 3957: 3942: 3938: 3936: 3933: 3932: 3931:is an integer, 3910: 3907: 3906: 3872: 3869: 3868: 3840: 3837: 3836: 3815: 3812: 3811: 3786: 3783: 3782: 3766: 3763: 3762: 3734: 3731: 3730: 3714: 3711: 3710: 3694: 3691: 3690: 3674: 3671: 3670: 3654: 3651: 3650: 3634: 3631: 3630: 3611: 3608: 3607: 3585: 3582: 3581: 3541: 3538: 3537: 3521: 3518: 3517: 3498: 3495: 3494: 3466: 3463: 3462: 3442: 3439: 3438: 3422: 3419: 3418: 3413: 3412: 3386: 3383: 3382: 3350: 3347: 3346: 3330: 3327: 3326: 3310: 3307: 3306: 3296: 3295: 3291: 3284: 3266: 3246: 3235: 3232: 3231: 3179: 3176: 3175: 3172: 3163: 3145: 3128: 3111: 3103: 3095: 3092: 3091: 3039: 3036: 3035: 3032: 3023: 3007: 3004: 3003: 2987: 2984: 2983: 2931: 2928: 2927: 2910: 2905: 2904: 2895: 2890: 2889: 2881: 2878: 2877: 2874: 2814: 2811: 2810: 2749: 2746: 2745: 2729: 2726: 2725: 2709: 2706: 2705: 2702:random variable 2687:§ Matrices 2676: 2648: 2645: 2644: 2640: 2636: 2632: 2616: 2613: 2612: 2596: 2593: 2592: 2569: 2567: 2564: 2563: 2547: 2545: 2542: 2541: 2493: 2488: 2454: 2449: 2394: 2390: 2384: 2379: 2373: 2370: 2369: 2353: 2351: 2348: 2347: 2343: 2339: 2306: 2289: 2287: 2271: 2254: 2252: 2207: 2203: 2193: 2188: 2186: 2183: 2182: 2163:linear operator 2159:Differentiation 2140: 2137: 2136: 2105: 2102: 2101: 2065: 2062: 2061: 2055:§ Matrices 2033: 2028: 2027: 2019: 2014: 2011: 2010: 1993: 1988: 1987: 1979: 1977: 1974: 1973: 1953: 1948: 1947: 1945: 1942: 1941: 1924: 1919: 1918: 1916: 1913: 1912: 1896: 1893: 1892: 1867: 1864: 1863: 1847: 1844: 1843: 1808: 1805: 1804: 1784: 1780: 1772: 1769: 1768: 1738: 1730: 1728: 1725: 1724: 1717: 1701: 1690: 1688: 1685: 1684: 1673:, of which the 1643: 1635: 1627: 1624: 1623: 1619: 1598: 1595: 1594: 1574: 1572: 1571: 1569: 1566: 1565: 1542: 1539: 1538: 1516: 1513: 1512: 1490: 1485: 1484: 1473: 1453: 1432: 1427: 1426: 1418: 1415: 1414: 1392: 1390: 1387: 1386: 1364: 1361: 1360: 1340: 1335: 1334: 1322: 1317: 1316: 1308: 1305: 1304: 1287: 1282: 1281: 1279: 1276: 1275: 1258: 1253: 1252: 1250: 1247: 1246: 1230: 1227: 1226: 1210: 1207: 1206: 1176: 1171: 1170: 1158: 1154: 1136: 1131: 1130: 1118: 1114: 1102: 1097: 1096: 1090: 1086: 1071: 1066: 1065: 1059: 1055: 1047: 1044: 1043: 1017: 1013: 998: 994: 992: 989: 988: 965: 960: 959: 944: 939: 938: 936: 933: 932: 899: 879: 868: 865: 864: 840: 823: 806: 798: 790: 787: 786: 757: 754: 753: 752:and any scalar 731: 723: 721: 718: 717: 685: 682: 681: 665: 662: 661: 642: 639: 638: 622: 619: 618: 615: 595:category theory 567: 564: 563: 547: 544: 543: 523: 520: 519: 503: 500: 499: 471: 468: 467: 451: 448: 447: 427: 424: 423: 407: 404: 403: 387: 384: 383: 367: 364: 363: 348:linear function 322: 319: 318: 296: 293: 292: 272: 269: 268: 252: 249: 248: 243:linear operator 242: 241: 214: 211: 210: 204: 203: 176:vector addition 149: 146: 145: 139:linear function 125:(also called a 107: 96: 90: 87: 77:Please help to 76: 60: 56: 49: 46:linear function 42: 35: 28: 23: 22: 18:Linear operator 15: 12: 11: 5: 16629: 16619: 16618: 16613: 16608: 16603: 16586: 16585: 16583: 16582: 16577: 16575:Woldemar Voigt 16572: 16567: 16562: 16557: 16552: 16547: 16542: 16540:Leonhard Euler 16537: 16532: 16527: 16522: 16516: 16514: 16512:Mathematicians 16508: 16507: 16504: 16503: 16501: 16500: 16495: 16490: 16485: 16480: 16475: 16470: 16465: 16460: 16454: 16452: 16448: 16447: 16445: 16444: 16439: 16437:Torsion tensor 16434: 16429: 16424: 16419: 16414: 16409: 16403: 16401: 16394: 16390: 16389: 16387: 16386: 16381: 16376: 16371: 16366: 16361: 16356: 16351: 16346: 16341: 16336: 16331: 16326: 16321: 16316: 16311: 16306: 16301: 16296: 16290: 16288: 16282: 16281: 16279: 16278: 16272: 16270:Tensor product 16267: 16262: 16260:Symmetrization 16257: 16252: 16250:Lie derivative 16247: 16242: 16237: 16232: 16227: 16221: 16219: 16213: 16212: 16210: 16209: 16204: 16199: 16194: 16189: 16184: 16179: 16174: 16172:Tensor density 16169: 16164: 16158: 16156: 16150: 16149: 16147: 16146: 16144:Voigt notation 16141: 16136: 16131: 16129:Ricci calculus 16126: 16121: 16116: 16114:Index notation 16111: 16106: 16100: 16098: 16094: 16093: 16090: 16089: 16087: 16086: 16081: 16076: 16071: 16066: 16060: 16058: 16056: 16055: 16050: 16044: 16041: 16040: 16038: 16037: 16032: 16030:Tensor algebra 16027: 16022: 16017: 16012: 16010:Dyadic algebra 16007: 16002: 15996: 15994: 15985: 15981: 15980: 15973: 15970: 15969: 15962: 15961: 15954: 15947: 15939: 15930: 15929: 15927: 15926: 15915: 15912: 15911: 15909: 15908: 15903: 15898: 15893: 15888: 15886:Floating-point 15882: 15880: 15874: 15873: 15871: 15870: 15868:Tensor product 15865: 15860: 15855: 15853:Function space 15850: 15845: 15839: 15837: 15830: 15829: 15827: 15826: 15821: 15816: 15811: 15806: 15801: 15796: 15791: 15789:Triple product 15786: 15781: 15775: 15773: 15767: 15766: 15764: 15763: 15758: 15753: 15748: 15743: 15738: 15733: 15727: 15725: 15719: 15718: 15716: 15715: 15710: 15705: 15703:Transformation 15700: 15695: 15693:Multiplication 15690: 15685: 15680: 15675: 15669: 15667: 15661: 15660: 15653: 15651: 15649: 15648: 15643: 15638: 15633: 15628: 15623: 15618: 15613: 15608: 15603: 15598: 15593: 15588: 15583: 15578: 15573: 15568: 15563: 15558: 15552: 15550: 15549:Basic concepts 15546: 15545: 15543: 15542: 15537: 15531: 15528: 15527: 15524:Linear algebra 15520: 15519: 15512: 15505: 15497: 15491: 15490: 15476: 15460: 15454: 15434: 15420: 15407: 15393: 15377: 15363: 15343: 15329: 15307: 15301: 15283: 15277: 15253: 15248: 15236:Linear Algebra 15228: 15214: 15201: 15195: 15175: 15169: 15152: 15146: 15126: 15120: 15105: 15099: 15077: 15074: 15071: 15070: 15058: 15055: 15052: 15049: 15046: 15043: 15040: 15037: 15034: 15031: 15011: 14991: 14988: 14968: 14948: 14937: 14922: 14905: 14904: 14901: 14900: 14897: 14896: 14880: 14870: 14854: 14851: 14848: 14845: 14835: 14823: 14820: 14817: 14814: 14803: 14791: 14780: 14767: 14764: 14760: 14739: 14736: 14732: 14728: 14704: 14680: 14665:"Index theory" 14655: 14640: 14638:p. 52, § 2.5.1 14625: 14613: 14611:, p. 19, § 3.1 14601: 14589: 14575: 14572: 14569: 14540: 14537: 14534: 14523:column vectors 14508: 14503: 14498: 14489:. The vectors 14478: 14475: 14472: 14448: 14443: 14438: 14433: 14430: 14427: 14422: 14417: 14412: 14390: 14385: 14380: 14371:of the vector 14358: 14355: 14352: 14348: 14325: 14317: 14314: 14311: 14307: 14303: 14301: 14298: 14294: 14291: 14288: 14284: 14280: 14276: 14273: 14270: 14266: 14262: 14261: 14258: 14255: 14253: 14250: 14248: 14245: 14243: 14240: 14239: 14234: 14231: 14228: 14224: 14220: 14218: 14215: 14211: 14208: 14205: 14201: 14197: 14193: 14190: 14187: 14183: 14179: 14178: 14173: 14170: 14167: 14163: 14159: 14157: 14154: 14150: 14147: 14144: 14140: 14136: 14132: 14129: 14126: 14122: 14118: 14117: 14115: 14110: 14107: 14104: 14101: 14060: 14057: 14054: 14051: 14048: 14045: 14042: 14039: 14033: 14028: 14021: 14018: 14015: 14011: 14005: 14000: 13997: 13994: 13990: 13986: 13981: 13976: 13971: 13949: 13946: 13943: 13939: 13918: 13915: 13912: 13909: 13906: 13903: 13900: 13897: 13868: 13862: 13857: 13852: 13849: 13846: 13841: 13836: 13830: 13808: 13802: 13797: 13792: 13789: 13786: 13781: 13776: 13770: 13750: 13746:Schechter 1996 13735: 13720: 13708: 13684: 13664: 13647: 13643: 13639: 13636: 13615: 13611: 13587: 13584: 13579: 13574: 13569: 13564: 13559: 13554: 13550: 13528: 13524: 13521: 13518: 13515: 13511: 13507: 13504: 13501: 13495: 13490: 13485: 13480: 13477: 13472: 13467: 13462: 13459: 13455: 13449: 13444: 13439: 13434: 13429: 13423: 13419: 13384: 13371: 13351: 13347: 13343: 13340: 13331:, rather than 13319: 13315: 13295: 13275: 13255: 13252: 13248: 13244: 13240: 13218: 13214: 13211: 13208: 13204: 13200: 13197: 13194: 13191: 13187: 13183: 13180: 13176: 13172: 13169: 13166: 13153:is said to be 13142: 13139: 13136: 13133: 13130: 13099: 13096: 13095: 13083: 13055: 13052: 13049: 13045: 13041: 13038: 13035: 13032: 13028: 13024: 13021: 13018: 13015: 13011: 13007: 13004: 13001: 12998: 12995: 12992: 12989: 12984: 12981: 12977: 12965: 12954: 12951: 12948: 12943: 12940: 12936: 12920: 12909: 12906: 12903: 12900: 12877: 12866: 12863: 12860: 12857: 12846: 12834: 12831: 12828: 12808: 12805: 12802: 12782: 12779: 12776: 12773: 12770: 12749: 12728: 12725: 12721: 12699: 12695: 12692: 12689: 12686: 12682: 12678: 12675: 12672: 12651: 12648: 12644: 12640: 12636: 12614: 12610: 12607: 12603: 12599: 12596: 12593: 12589: 12585: 12581: 12577: 12574: 12533: 12503: 12502: 12500: 12497: 12496: 12495: 12490: 12485: 12476: 12467: 12462: 12456: 12450: 12444: 12441:Antilinear map 12438: 12430: 12427: 12399: 12396: 12351:, for example 12330: 12327: 12286: 12282: 12278: 12275: 12271: 12266: 12263: 12259: 12255: 12251: 12248: 12244: 12240: 12237: 12232: 12229: 12225: 12221: 12217: 12213: 12210: 12206: 12184: 12180: 12177: 12173: 12169: 12166: 12163: 12159: 12155: 12152: 12148: 12144: 12091: 12088: 12087: 12086: 12061: 12057:is said to be 12041: 12036:is said to be 11965: 11962: 11961: 11960: 11922: 11860: 11853: 11843: 11819:is said to be 11813: 11810: 11809: 11808: 11770: 11708: 11699: 11692: 11684: 11656:is said to be 11650: 11647: 11613: 11610: 11559: 11556: 11553: 11550: 11547: 11544: 11541: 11538: 11535: 11532: 11529: 11526: 11523: 11520: 11517: 11514: 11511: 11508: 11505: 11502: 11499: 11496: 11493: 11490: 11487: 11484: 11468: 11465: 11457: 11449: 11434: 11429: 11425: 11421: 11417: 11413: 11408: 11404: 11400: 11363: 11360: 11355: 11351: 11347: 11344: 11341: 11336: 11332: 11310: 11301: 11294: 11278: 11273: 11269: 11265: 11261: 11257: 11252: 11248: 11244: 11192: 11189: 11186: 11183: 11180: 11177: 11174: 11171: 11168: 11054: 11053: 11046: 10996: 10993: 10990: 10987: 10984: 10981: 10978: 10975: 10972: 10969: 10966: 10963: 10960: 10957: 10954: 10951: 10948: 10945: 10942: 10932:exact sequence 10894: 10891: 10888: 10885: 10882: 10879: 10875: 10871: 10868: 10865: 10862: 10859: 10856: 10852: 10848: 10845: 10842: 10839: 10836: 10833: 10830: 10803: 10800: 10797: 10794: 10791: 10776:Main article: 10773: 10770: 10761:{\textstyle A} 10757: 10741:{\textstyle f} 10737: 10721:{\textstyle A} 10717: 10701:{\textstyle f} 10697: 10681:{\textstyle W} 10677: 10661:{\textstyle V} 10657: 10637: 10634: 10631: 10628: 10608: 10605: 10602: 10599: 10596: 10580:{\textstyle f} 10576: 10563:is called the 10552: 10549: 10546: 10543: 10540: 10537: 10534: 10531: 10528: 10508: 10505: 10502: 10499: 10479: 10476: 10473: 10470: 10467: 10451:{\textstyle f} 10447: 10423: 10420: 10417: 10414: 10411: 10408: 10405: 10402: 10399: 10377: 10374: 10371: 10368: 10365: 10362: 10359: 10356: 10353: 10350: 10347: 10344: 10341: 10338: 10335: 10332: 10329: 10326: 10323: 10320: 10317: 10314: 10311: 10308: 10305: 10302: 10278:{\textstyle W} 10274: 10254: 10251: 10248: 10245: 10242: 10226:{\textstyle V} 10222: 10198: 10195: 10192: 10189: 10186: 10161: 10157: 10154: 10150: 10146: 10143: 10139: 10135: 10132: 10129: 10125: 10121: 10118: 10115: 10111: 10106: 10103: 10100: 10098: 10096: 10093: 10090: 10087: 10084: 10081: 10080: 10077: 10072: 10068: 10065: 10061: 10057: 10054: 10051: 10048: 10045: 10041: 10036: 10033: 10030: 10028: 10026: 10023: 10020: 10017: 10014: 10011: 10010: 9994:{\textstyle f} 9990: 9958: 9955: 9952: 9949: 9946: 9920: 9917: 9908:{\textstyle K} 9904: 9884: 9881: 9878: 9858: 9855: 9852: 9849: 9846: 9843: 9840: 9817:{\textstyle V} 9813: 9797:{\textstyle K} 9793: 9773: 9770: 9767: 9739: 9736: 9733: 9730: 9727: 9711:{\textstyle n} 9707: 9691:{\textstyle V} 9687: 9664: 9661: 9658: 9655: 9652: 9628: 9625: 9622: 9619: 9616: 9592: 9589: 9586: 9583: 9580: 9560: 9557: 9554: 9551: 9548: 9532:{\textstyle V} 9528: 9504:{\textstyle V} 9500: 9484:{\textstyle V} 9480: 9456:{\textstyle V} 9452: 9429: 9426: 9423: 9420: 9417: 9394:{\textstyle K} 9390: 9366: 9363: 9360: 9357: 9354: 9338:{\textstyle V} 9334: 9310: 9307: 9304: 9301: 9298: 9276: 9273: 9241: 9238: 9235: 9232: 9229: 9209: 9206: 9203: 9183: 9180: 9177: 9174: 9171: 9168: 9165: 9149:{\textstyle K} 9145: 9129:{\textstyle W} 9125: 9109:{\textstyle V} 9105: 9085: 9082: 9079: 9076: 9073: 9068: 9043: 9040: 9036: 9032: 9029: 9026: 9023: 9020: 9017: 9013: 9009: 9006: 9003: 9000: 8997: 8977: 8974: 8958:{\textstyle K} 8954: 8934: 8925:is linear and 8914: 8911: 8908: 8905: 8902: 8879: 8875: 8871: 8866: 8862: 8858: 8855: 8851: 8847: 8842: 8838: 8834: 8831: 8827: 8823: 8820: 8815: 8811: 8807: 8802: 8798: 8794: 8772: 8768: 8764: 8759: 8755: 8730: 8727: 8724: 8721: 8716: 8712: 8691: 8688: 8685: 8682: 8677: 8673: 8622: 8619: 8616: 8613: 8610: 8607: 8604: 8581: 8578: 8575: 8572: 8569: 8549: 8546: 8543: 8540: 8537: 8525: 8522: 8514: 8513: 8502: 8497: 8491: 8488: 8486: 8483: 8482: 8479: 8476: 8474: 8471: 8470: 8468: 8463: 8459: 8440: 8427: 8419: 8416: 8411: 8409: 8406: 8405: 8402: 8399: 8397: 8394: 8393: 8391: 8386: 8382: 8367: 8354: 8348: 8345: 8342: 8339: 8337: 8334: 8333: 8330: 8327: 8324: 8321: 8318: 8316: 8313: 8312: 8310: 8305: 8301: 8281: 8268: 8262: 8259: 8257: 8254: 8253: 8250: 8247: 8245: 8242: 8241: 8239: 8234: 8230: 8215: 8203: 8199: 8196: 8191: 8185: 8182: 8180: 8177: 8176: 8173: 8170: 8168: 8165: 8164: 8162: 8157: 8153: 8138: 8137: 8136: 8123: 8117: 8114: 8111: 8108: 8105: 8102: 8100: 8097: 8094: 8091: 8088: 8087: 8084: 8081: 8078: 8075: 8072: 8070: 8067: 8064: 8061: 8058: 8057: 8055: 8050: 8046: 8030: 8017: 8011: 8008: 8006: 8003: 8002: 7999: 7996: 7994: 7991: 7988: 7987: 7985: 7980: 7976: 7960: 7947: 7941: 7938: 7935: 7933: 7930: 7929: 7926: 7923: 7921: 7918: 7917: 7915: 7910: 7906: 7885: 7884: 7883: 7870: 7864: 7861: 7858: 7855: 7853: 7850: 7847: 7844: 7843: 7840: 7837: 7834: 7831: 7828: 7826: 7823: 7820: 7817: 7816: 7814: 7809: 7805: 7789: 7776: 7770: 7767: 7765: 7762: 7761: 7758: 7755: 7752: 7750: 7747: 7746: 7744: 7739: 7735: 7701: 7698: 7682: 7679: 7673: 7668: 7664: 7660: 7656: 7652: 7647: 7641: 7638: 7632: 7628: 7624: 7619: 7616: 7611: 7608: 7604: 7583: 7580: 7575: 7572: 7568: 7544: 7541: 7535: 7531: 7527: 7502: 7499: 7493: 7488: 7484: 7480: 7476: 7472: 7467: 7461: 7458: 7452: 7448: 7444: 7438: 7435: 7411: 7408: 7402: 7397: 7393: 7389: 7385: 7381: 7356: 7353: 7347: 7343: 7339: 7318: 7317: 7304: 7301: 7297: 7275: 7272: 7255:{\textstyle B} 7251: 7240: 7233:{\textstyle P} 7229: 7213:{\textstyle B} 7209: 7188: 7185: 7173: 7161: 7158: 7136: 7133: 7116:{\textstyle T} 7112: 7101: 7094:{\textstyle A} 7090: 7074:{\textstyle B} 7070: 7054:{\textstyle T} 7050: 7023: 7001: 6998: 6994: 6990: 6987: 6984: 6979: 6976: 6972: 6951: 6946: 6941: 6936: 6933: 6913: 6910: 6907: 6904: 6901: 6898: 6895: 6875: 6855: 6833: 6824: 6821: 6817: 6813: 6811: 6807: 6804: 6802: 6796: 6793: 6789: 6786: 6782: 6778: 6776: 6770: 6769: 6767: 6762: 6758: 6737: 6732: 6727: 6722: 6719: 6699: 6679: 6674: 6669: 6664: 6661: 6639: 6631: 6628: 6624: 6620: 6619: 6616: 6613: 6612: 6607: 6604: 6600: 6596: 6595: 6593: 6571: 6551: 6531: 6511: 6491: 6471: 6451: 6448: 6445: 6423: 6420: 6416: 6395: 6373: 6368: 6363: 6356: 6353: 6349: 6345: 6342: 6339: 6334: 6329: 6322: 6319: 6315: 6311: 6307: 6302: 6297: 6292: 6288: 6268: 6263: 6258: 6253: 6250: 6230: 6210: 6205: 6200: 6195: 6192: 6189: 6184: 6179: 6174: 6154: 6149: 6144: 6139: 6136: 6133: 6130: 6127: 6124: 6119: 6114: 6109: 6106: 6080: 6076: 6071: 6066: 6061: 6057: 6052: 6048: 6044: 6041: 6038: 6035: 6030: 6025: 6020: 6017: 6012: 6008: 6004: 6001: 5996: 5991: 5984: 5980: 5976: 5973: 5970: 5965: 5960: 5953: 5949: 5945: 5942: 5939: 5936: 5932: 5928: 5925: 5905: 5902: 5899: 5896: 5893: 5871: 5866: 5861: 5854: 5850: 5846: 5843: 5840: 5835: 5830: 5823: 5819: 5815: 5811: 5789: 5766: 5762: 5758: 5755: 5752: 5747: 5743: 5722: 5719: 5715: 5694: 5674: 5669: 5664: 5659: 5656: 5653: 5648: 5643: 5638: 5609: 5604: 5599: 5594: 5589: 5566: 5562: 5559: 5556: 5552: 5548: 5545: 5525: 5522: 5519: 5499: 5475: 5455: 5427: 5407: 5392:Main article: 5389: 5386: 5374: 5371: 5351: 5331: 5311: 5302:holds for all 5291: 5288: 5285: 5282: 5279: 5275: 5271: 5268: 5265: 5262: 5258: 5248:(meaning that 5236: 5232: 5229: 5226: 5223: 5200: 5176: 5173: 5153: 5129: 5104: 5101: 5098: 5095: 5092: 5089: 5086: 5083: 5080: 5077: 5074: 5071: 5068: 5065: 5062: 5059: 5056: 5053: 5050: 5047: 5044: 5041: 5038: 5035: 5013: 5008: 5003: 5000: 4997: 4994: 4991: 4988: 4985: 4982: 4979: 4976: 4973: 4970: 4967: 4964: 4961: 4958: 4955: 4952: 4949: 4946: 4925: 4921: 4916: 4911: 4906: 4903: 4883: 4878: 4873: 4868: 4865: 4862: 4859: 4856: 4853: 4850: 4847: 4844: 4841: 4838: 4835: 4832: 4829: 4826: 4823: 4803: 4800: 4797: 4794: 4791: 4788: 4785: 4782: 4779: 4776: 4773: 4770: 4767: 4764: 4761: 4741: 4738: 4735: 4732: 4729: 4726: 4723: 4703: 4700: 4697: 4694: 4691: 4688: 4685: 4682: 4661: 4657: 4654: 4632: 4627: 4622: 4619: 4596: 4593: 4590: 4587: 4584: 4563: 4560: 4557: 4554: 4551: 4531: 4522:as above. If 4509: 4505: 4501: 4498: 4495: 4490: 4486: 4465: 4460: 4456: 4452: 4449: 4446: 4441: 4437: 4433: 4430: 4421:holds for all 4409: 4404: 4400: 4396: 4392: 4387: 4383: 4379: 4376: 4373: 4369: 4364: 4360: 4356: 4352: 4347: 4343: 4339: 4335: 4329: 4325: 4319: 4315: 4311: 4308: 4303: 4299: 4293: 4289: 4284: 4280: 4271:is unique and 4260: 4257: 4254: 4251: 4248: 4245: 4242: 4222: 4219: 4216: 4213: 4210: 4190: 4186: 4181: 4177: 4173: 4169: 4164: 4160: 4156: 4153: 4150: 4146: 4141: 4137: 4133: 4129: 4124: 4120: 4116: 4113: 4093: 4088: 4084: 4078: 4074: 4070: 4067: 4064: 4059: 4055: 4049: 4045: 4041: 4038: 4018: 4015: 4010: 4006: 4002: 3999: 3996: 3991: 3987: 3964: 3960: 3956: 3953: 3950: 3945: 3941: 3920: 3917: 3914: 3894: 3891: 3888: 3885: 3882: 3879: 3876: 3856: 3853: 3850: 3847: 3844: 3822: 3819: 3799: 3796: 3793: 3790: 3770: 3750: 3747: 3744: 3741: 3738: 3718: 3698: 3678: 3658: 3638: 3618: 3615: 3595: 3592: 3589: 3569: 3566: 3563: 3560: 3557: 3554: 3551: 3548: 3545: 3536:(meaning that 3525: 3502: 3482: 3479: 3476: 3473: 3470: 3449: 3446: 3426: 3399: 3396: 3393: 3390: 3366: 3363: 3360: 3357: 3354: 3334: 3314: 3300: 3290: 3287: 3286: 3285: 3273: 3269: 3265: 3262: 3259: 3256: 3253: 3249: 3245: 3242: 3239: 3219: 3216: 3213: 3210: 3207: 3204: 3201: 3198: 3195: 3192: 3189: 3186: 3183: 3173: 3166: 3164: 3152: 3148: 3144: 3141: 3138: 3135: 3131: 3127: 3124: 3121: 3118: 3114: 3110: 3106: 3102: 3099: 3079: 3076: 3073: 3070: 3067: 3064: 3061: 3058: 3055: 3052: 3049: 3046: 3043: 3033: 3026: 3024: 3015:{\textstyle 2} 3011: 2995:{\textstyle x} 2991: 2971: 2968: 2965: 2962: 2959: 2956: 2953: 2950: 2947: 2944: 2941: 2938: 2935: 2913: 2908: 2903: 2898: 2893: 2888: 2885: 2875: 2868: 2865: 2864: 2848: 2845: 2842: 2839: 2836: 2833: 2830: 2827: 2824: 2821: 2818: 2798: 2795: 2792: 2789: 2786: 2783: 2780: 2777: 2774: 2771: 2768: 2765: 2762: 2759: 2756: 2753: 2733: 2713: 2698:expected value 2694: 2664: 2661: 2658: 2655: 2652: 2620: 2600: 2589: 2586:quotient space 2572: 2550: 2538:antiderivative 2532:An indefinite 2530: 2519: 2516: 2513: 2510: 2507: 2504: 2501: 2496: 2491: 2487: 2483: 2480: 2477: 2474: 2471: 2468: 2465: 2462: 2457: 2452: 2448: 2444: 2441: 2438: 2435: 2431: 2427: 2424: 2421: 2418: 2415: 2412: 2409: 2406: 2403: 2400: 2397: 2393: 2387: 2382: 2378: 2356: 2329: 2318: 2312: 2309: 2304: 2301: 2298: 2295: 2292: 2286: 2283: 2277: 2274: 2269: 2266: 2263: 2260: 2257: 2251: 2248: 2244: 2240: 2237: 2234: 2231: 2228: 2225: 2222: 2219: 2216: 2213: 2210: 2206: 2199: 2196: 2192: 2156: 2144: 2124: 2121: 2118: 2115: 2112: 2109: 2081: 2078: 2075: 2072: 2069: 2058: 2036: 2031: 2026: 2022: 2018: 1996: 1991: 1986: 1982: 1956: 1951: 1927: 1922: 1900: 1877: 1874: 1871: 1851: 1840: 1824: 1821: 1818: 1815: 1812: 1801: 1800:is not linear. 1787: 1783: 1779: 1776: 1765: 1758: 1741: 1737: 1733: 1721: 1704: 1700: 1697: 1693: 1678: 1662: 1659: 1656: 1653: 1650: 1646: 1642: 1638: 1634: 1631: 1618: 1615: 1602: 1582: 1577: 1546: 1526: 1523: 1520: 1498: 1493: 1488: 1483: 1480: 1476: 1472: 1469: 1466: 1463: 1460: 1456: 1452: 1449: 1446: 1443: 1440: 1435: 1430: 1425: 1422: 1402: 1399: 1395: 1374: 1371: 1368: 1348: 1343: 1338: 1333: 1330: 1325: 1320: 1315: 1312: 1290: 1285: 1261: 1256: 1234: 1214: 1187: 1184: 1179: 1174: 1169: 1166: 1161: 1157: 1153: 1150: 1147: 1144: 1139: 1134: 1129: 1126: 1121: 1117: 1113: 1110: 1105: 1100: 1093: 1089: 1085: 1082: 1079: 1074: 1069: 1062: 1058: 1054: 1051: 1031: 1028: 1025: 1020: 1016: 1012: 1009: 1006: 1001: 997: 976: 973: 968: 963: 958: 955: 952: 947: 942: 918: 917: 906: 902: 898: 895: 892: 889: 886: 882: 878: 875: 872: 858: 847: 843: 839: 836: 833: 830: 826: 822: 819: 816: 813: 809: 805: 801: 797: 794: 767: 764: 761: 741: 738: 734: 730: 726: 701: 698: 695: 692: 689: 680:. A function 669: 646: 626: 614: 611: 571: 551: 527: 507: 475: 455: 431: 411: 391: 371: 339:function space 326: 306: 303: 300: 276: 256: 224: 221: 218: 159: 156: 153: 127:linear mapping 119:linear algebra 109: 108: 63: 61: 54: 26: 9: 6: 4: 3: 2: 16628: 16617: 16614: 16612: 16609: 16607: 16604: 16602: 16599: 16598: 16596: 16581: 16578: 16576: 16573: 16571: 16568: 16566: 16563: 16561: 16558: 16556: 16553: 16551: 16548: 16546: 16543: 16541: 16538: 16536: 16533: 16531: 16528: 16526: 16523: 16521: 16518: 16517: 16515: 16513: 16509: 16499: 16496: 16494: 16491: 16489: 16486: 16484: 16481: 16479: 16476: 16474: 16471: 16469: 16466: 16464: 16461: 16459: 16456: 16455: 16453: 16449: 16443: 16440: 16438: 16435: 16433: 16430: 16428: 16425: 16423: 16420: 16418: 16417:Metric tensor 16415: 16413: 16410: 16408: 16405: 16404: 16402: 16398: 16395: 16391: 16385: 16382: 16380: 16377: 16375: 16372: 16370: 16367: 16365: 16362: 16360: 16357: 16355: 16352: 16350: 16347: 16345: 16342: 16340: 16337: 16335: 16332: 16330: 16329:Exterior form 16327: 16325: 16322: 16320: 16317: 16315: 16312: 16310: 16307: 16305: 16302: 16300: 16297: 16295: 16292: 16291: 16289: 16283: 16276: 16273: 16271: 16268: 16266: 16263: 16261: 16258: 16256: 16253: 16251: 16248: 16246: 16243: 16241: 16238: 16236: 16233: 16231: 16228: 16226: 16223: 16222: 16220: 16218: 16214: 16208: 16205: 16203: 16202:Tensor bundle 16200: 16198: 16195: 16193: 16190: 16188: 16185: 16183: 16180: 16178: 16175: 16173: 16170: 16168: 16165: 16163: 16160: 16159: 16157: 16151: 16145: 16142: 16140: 16137: 16135: 16132: 16130: 16127: 16125: 16122: 16120: 16117: 16115: 16112: 16110: 16107: 16105: 16102: 16101: 16099: 16095: 16085: 16082: 16080: 16077: 16075: 16072: 16070: 16067: 16065: 16062: 16061: 16059: 16054: 16051: 16049: 16046: 16045: 16042: 16036: 16033: 16031: 16028: 16026: 16023: 16021: 16018: 16016: 16013: 16011: 16008: 16006: 16003: 16001: 15998: 15997: 15995: 15993: 15989: 15986: 15982: 15978: 15977: 15971: 15967: 15960: 15955: 15953: 15948: 15946: 15941: 15940: 15937: 15925: 15917: 15916: 15913: 15907: 15904: 15902: 15901:Sparse matrix 15899: 15897: 15894: 15892: 15889: 15887: 15884: 15883: 15881: 15879: 15875: 15869: 15866: 15864: 15861: 15859: 15856: 15854: 15851: 15849: 15846: 15844: 15841: 15840: 15838: 15836:constructions 15835: 15831: 15825: 15824:Outermorphism 15822: 15820: 15817: 15815: 15812: 15810: 15807: 15805: 15802: 15800: 15797: 15795: 15792: 15790: 15787: 15785: 15784:Cross product 15782: 15780: 15777: 15776: 15774: 15772: 15768: 15762: 15759: 15757: 15754: 15752: 15751:Outer product 15749: 15747: 15744: 15742: 15739: 15737: 15734: 15732: 15731:Orthogonality 15729: 15728: 15726: 15724: 15720: 15714: 15711: 15709: 15708:Cramer's rule 15706: 15704: 15701: 15699: 15696: 15694: 15691: 15689: 15686: 15684: 15681: 15679: 15678:Decomposition 15676: 15674: 15671: 15670: 15668: 15666: 15662: 15657: 15647: 15644: 15642: 15639: 15637: 15634: 15632: 15629: 15627: 15624: 15622: 15619: 15617: 15614: 15612: 15609: 15607: 15604: 15602: 15599: 15597: 15594: 15592: 15589: 15587: 15584: 15582: 15579: 15577: 15574: 15572: 15569: 15567: 15564: 15562: 15559: 15557: 15554: 15553: 15551: 15547: 15541: 15538: 15536: 15533: 15532: 15529: 15525: 15518: 15513: 15511: 15506: 15504: 15499: 15498: 15495: 15487: 15483: 15479: 15473: 15469: 15465: 15461: 15457: 15451: 15447: 15443: 15439: 15438:Tu, Loring W. 15435: 15431: 15427: 15423: 15417: 15413: 15408: 15404: 15400: 15396: 15390: 15386: 15382: 15378: 15374: 15370: 15366: 15360: 15356: 15352: 15348: 15344: 15340: 15336: 15332: 15326: 15322: 15318: 15317: 15312: 15311:Rudin, Walter 15308: 15304: 15298: 15294: 15293: 15288: 15287:Rudin, Walter 15284: 15280: 15278:9780070542259 15274: 15270: 15265: 15264: 15258: 15257:Rudin, Walter 15254: 15251: 15249:0-387-96412-6 15245: 15241: 15237: 15233: 15229: 15225: 15221: 15217: 15211: 15207: 15202: 15198: 15192: 15188: 15184: 15180: 15176: 15172: 15166: 15162: 15158: 15153: 15149: 15147:0-387-90093-4 15143: 15139: 15135: 15131: 15127: 15123: 15121:3-540-43491-7 15117: 15113: 15112: 15106: 15102: 15096: 15092: 15088: 15084: 15080: 15079: 15056: 15050: 15044: 15041: 15035: 15029: 15009: 14989: 14986: 14966: 14946: 14938: 14935: 14920: 14910: 14906: 14871: 14843: 14836: 14812: 14804: 14802:is continuous 14782: 14781: 14779: 14765: 14762: 14737: 14734: 14693: 14690:, p. 15 14689: 14684: 14676: 14672: 14671: 14666: 14659: 14652: 14651:Halmos (1974) 14647: 14645: 14637: 14632: 14630: 14622: 14617: 14610: 14605: 14598: 14593: 14586: 14579:{\textstyle } 14570: 14554: 14544:{\textstyle } 14535: 14524: 14506: 14496: 14482:{\textstyle } 14473: 14462: 14441: 14431: 14428: 14425: 14420: 14388: 14378: 14356: 14353: 14350: 14346: 14323: 14315: 14312: 14309: 14305: 14299: 14292: 14289: 14286: 14282: 14274: 14271: 14268: 14264: 14256: 14251: 14246: 14241: 14232: 14229: 14226: 14222: 14216: 14209: 14206: 14203: 14199: 14191: 14188: 14185: 14181: 14171: 14168: 14165: 14161: 14155: 14148: 14145: 14142: 14138: 14130: 14127: 14124: 14120: 14113: 14108: 14102: 14091: 14085: 14058: 14052: 14049: 14046: 14043: 14040: 14031: 14019: 14016: 14013: 14009: 14003: 13998: 13995: 13992: 13988: 13984: 13979: 13969: 13947: 13944: 13941: 13937: 13913: 13910: 13907: 13901: 13898: 13895: 13866: 13860: 13850: 13847: 13844: 13839: 13828: 13806: 13800: 13790: 13787: 13784: 13779: 13768: 13759: 13754: 13747: 13742: 13740: 13733:, p. 57. 13732: 13731:Kubrusly 2001 13727: 13725: 13717: 13716:Wilansky 2013 13712: 13698: 13694: 13688: 13681: 13673: 13668: 13634: 13609: 13585: 13582: 13577: 13567: 13562: 13552: 13522: 13519: 13516: 13505: 13499: 13493: 13488: 13478: 13475: 13470: 13460: 13457: 13453: 13447: 13437: 13432: 13421: 13417: 13409: 13393: 13388: 13293: 13273: 13253: 13250: 13242: 13209: 13206: 13195: 13192: 13181: 13178: 13170: 13156: 13140: 13134: 13131: 13120: 13108: 13103: 13073: 13070:, called the 13043: 13039: 13033: 13030: 13019: 13016: 13013: 13002: 12993: 12982: 12979: 12966: 12949: 12941: 12938: 12921: 12904: 12890: 12886: 12878: 12864: 12861: 12858: 12848: 12847: 12832: 12829: 12826: 12806: 12803: 12800: 12780: 12774: 12771: 12758: 12753: 12747:, p. 316 12746: 12739:and all real 12726: 12723: 12693: 12690: 12687: 12676: 12670: 12649: 12646: 12638: 12608: 12605: 12597: 12594: 12583: 12572: 12537: 12531:, p. 207 12530: 12522: 12508: 12504: 12494: 12491: 12489: 12486: 12480: 12477: 12471: 12468: 12466: 12463: 12460: 12457: 12454: 12451: 12448: 12447:Bent function 12445: 12442: 12439: 12436: 12433: 12432: 12426: 12424: 12420: 12415: 12413: 12409: 12405: 12395: 12391: 12384: 12380: 12372: 12370: 12366: 12362: 12358: 12354: 12353:normed spaces 12350: 12346: 12340: 12336: 12326: 12324: 12320: 12315: 12313: 12309: 12306: 12302: 12297: 12284: 12280: 12276: 12273: 12269: 12264: 12261: 12257: 12253: 12249: 12246: 12242: 12238: 12235: 12230: 12227: 12223: 12219: 12215: 12211: 12208: 12204: 12182: 12178: 12175: 12171: 12167: 12164: 12161: 12157: 12153: 12150: 12146: 12142: 12133: 12131: 12127: 12126:contravariant 12123: 12119: 12115: 12111: 12107: 12101: 12097: 12084: 12083:scalar matrix 12071: 12067: 12062: 12060: 12051: 12047: 12042: 12039: 12030: 12013: 12012: 12011: 12008: 12004: 12000: 11994: 11992: 11984: 11976: 11975: 11954: 11949: 11943: 11939: 11935: 11930: 11923: 11919: 11915: 11909: 11905: 11899: 11895: 11891: 11885: 11881: 11877: 11868: 11861: 11856: 11851: 11848: 11844: 11841: 11834: 11833: 11832: 11830: 11829: 11824: 11823: 11802: 11797: 11791: 11787: 11783: 11778: 11771: 11767: 11763: 11757: 11753: 11747: 11743: 11739: 11733: 11729: 11725: 11716: 11709: 11705: 11700: 11695: 11690: 11685: 11682: 11678: 11671: 11670: 11669: 11667: 11666: 11661: 11660: 11646: 11643: 11639: 11635: 11617: 11609: 11607: 11603: 11599: 11595: 11591: 11587: 11582: 11580: 11576: 11571: 11557: 11548: 11542: 11539: 11533: 11530: 11527: 11518: 11512: 11509: 11503: 11500: 11497: 11491: 11485: 11482: 11474: 11464: 11460: 11456: 11452: 11432: 11427: 11423: 11419: 11411: 11406: 11402: 11398: 11389: 11385: 11381: 11377: 11361: 11358: 11353: 11345: 11342: 11339: 11334: 11321: 11317: 11313: 11304: 11300: 11293: 11276: 11271: 11267: 11263: 11255: 11250: 11246: 11242: 11233: 11229: 11225: 11220: 11218: 11214: 11210: 11206: 11187: 11175: 11172: 11169: 11158: 11154: 11150: 11146: 11142: 11138: 11134: 11130: 11126: 11122: 11118: 11114: 11110: 11106: 11102: 11098: 11094: 11090: 11086: 11082: 11078: 11074: 11069: 11067: 11063: 11059: 11051: 11047: 11044: 11040: 11036: 11032: 11028: 11024: 11023: 11022: 11020: 11016: 11012: 11007: 10994: 10985: 10979: 10976: 10970: 10964: 10955: 10949: 10946: 10940: 10933: 10929: 10925: 10923: 10918: 10915:space of the 10914: 10910: 10905: 10892: 10886: 10880: 10877: 10873: 10869: 10866: 10860: 10854: 10850: 10846: 10843: 10837: 10831: 10828: 10820: 10818: 10801: 10795: 10792: 10789: 10779: 10769: 10755: 10735: 10715: 10695: 10675: 10655: 10632: 10626: 10603: 10597: 10594: 10574: 10566: 10544: 10538: 10535: 10529: 10526: 10519:; the number 10503: 10497: 10474: 10468: 10465: 10445: 10437: 10415: 10409: 10406: 10400: 10397: 10388: 10375: 10369: 10363: 10360: 10357: 10348: 10342: 10339: 10333: 10330: 10327: 10318: 10312: 10309: 10303: 10300: 10292: 10288: 10272: 10249: 10243: 10240: 10220: 10212: 10193: 10187: 10184: 10176: 10155: 10152: 10144: 10130: 10127: 10119: 10116: 10113: 10101: 10099: 10091: 10085: 10082: 10066: 10052: 10049: 10046: 10043: 10031: 10029: 10021: 10015: 10012: 9988: 9980: 9976: 9972: 9956: 9950: 9947: 9944: 9934: 9930: 9926: 9916: 9902: 9882: 9879: 9876: 9853: 9850: 9847: 9841: 9838: 9831: 9827: 9811: 9791: 9771: 9768: 9765: 9757: 9753: 9734: 9728: 9725: 9705: 9685: 9676: 9659: 9653: 9650: 9642: 9623: 9617: 9614: 9606: 9605:endomorphisms 9587: 9581: 9578: 9555: 9549: 9546: 9526: 9518: 9514: 9498: 9478: 9470: 9467:is called an 9466: 9450: 9441: 9427: 9421: 9418: 9415: 9408: 9404: 9388: 9380: 9361: 9355: 9352: 9332: 9324: 9308: 9302: 9299: 9296: 9286: 9282: 9272: 9270: 9266: 9261: 9259: 9255: 9236: 9230: 9227: 9207: 9204: 9201: 9178: 9175: 9172: 9166: 9163: 9143: 9123: 9103: 9080: 9077: 9074: 9057:Thus the set 9055: 9027: 9021: 9018: 9001: 8998: 8988:, defined by 8975: 8972: 8952: 8932: 8912: 8906: 8903: 8900: 8891: 8864: 8860: 8856: 8840: 8836: 8832: 8813: 8809: 8805: 8800: 8796: 8770: 8766: 8762: 8757: 8753: 8744: 8728: 8722: 8719: 8714: 8710: 8689: 8683: 8680: 8675: 8671: 8661: 8659: 8654: 8652: 8648: 8644: 8640: 8636: 8620: 8614: 8611: 8608: 8605: 8602: 8595: 8579: 8573: 8570: 8567: 8547: 8541: 8538: 8535: 8521: 8519: 8500: 8495: 8489: 8484: 8477: 8472: 8466: 8461: 8448: 8444: 8441: 8425: 8417: 8414: 8407: 8400: 8395: 8389: 8384: 8371: 8368: 8352: 8346: 8343: 8340: 8335: 8328: 8325: 8322: 8319: 8314: 8308: 8303: 8290: 8286: 8282: 8266: 8260: 8255: 8248: 8243: 8237: 8232: 8219: 8216: 8197: 8194: 8189: 8183: 8178: 8171: 8166: 8160: 8155: 8142: 8139: 8121: 8115: 8112: 8109: 8106: 8103: 8098: 8095: 8092: 8089: 8082: 8079: 8076: 8073: 8068: 8065: 8062: 8059: 8053: 8048: 8035: 8031: 8015: 8009: 8004: 7997: 7992: 7989: 7983: 7978: 7965: 7961: 7945: 7939: 7936: 7931: 7924: 7919: 7913: 7908: 7895: 7891: 7890: 7889: 7886: 7868: 7862: 7859: 7856: 7851: 7848: 7845: 7838: 7835: 7832: 7829: 7824: 7821: 7818: 7812: 7807: 7794: 7790: 7774: 7768: 7763: 7756: 7753: 7748: 7742: 7737: 7724: 7723: 7722: 7719: 7718: 7717: 7715: 7711: 7707: 7697: 7680: 7677: 7671: 7666: 7658: 7654: 7650: 7645: 7639: 7636: 7630: 7622: 7617: 7614: 7609: 7606: 7602: 7581: 7578: 7573: 7570: 7566: 7542: 7539: 7533: 7525: 7500: 7497: 7491: 7486: 7478: 7474: 7470: 7465: 7459: 7456: 7450: 7442: 7436: 7433: 7409: 7406: 7400: 7395: 7387: 7383: 7379: 7354: 7351: 7345: 7337: 7322: 7302: 7299: 7295: 7273: 7270: 7249: 7241: 7227: 7207: 7186: 7183: 7174: 7159: 7156: 7134: 7131: 7110: 7102: 7088: 7068: 7048: 7040: 7039: 7038: 7035: 7021: 6999: 6996: 6992: 6988: 6985: 6982: 6977: 6974: 6970: 6944: 6931: 6911: 6908: 6905: 6902: 6899: 6896: 6893: 6873: 6853: 6831: 6822: 6819: 6815: 6805: 6794: 6787: 6784: 6780: 6774: 6765: 6760: 6730: 6717: 6697: 6672: 6659: 6637: 6629: 6626: 6622: 6614: 6605: 6602: 6598: 6591: 6569: 6549: 6529: 6509: 6489: 6469: 6449: 6446: 6443: 6421: 6418: 6414: 6393: 6384: 6371: 6366: 6354: 6351: 6347: 6343: 6340: 6337: 6332: 6320: 6317: 6313: 6309: 6305: 6300: 6290: 6286: 6261: 6248: 6228: 6203: 6193: 6190: 6187: 6182: 6147: 6134: 6131: 6128: 6125: 6117: 6104: 6096: 6091: 6078: 6074: 6069: 6059: 6055: 6050: 6046: 6042: 6039: 6036: 6028: 6015: 6010: 6006: 6002: 5994: 5982: 5978: 5974: 5971: 5968: 5963: 5951: 5947: 5940: 5937: 5923: 5903: 5897: 5894: 5891: 5882: 5869: 5864: 5852: 5848: 5844: 5841: 5838: 5833: 5821: 5817: 5813: 5779:in the field 5764: 5760: 5756: 5753: 5750: 5745: 5741: 5720: 5717: 5692: 5667: 5657: 5654: 5651: 5646: 5627: 5625: 5607: 5592: 5560: 5557: 5543: 5536:matrix, then 5523: 5520: 5517: 5497: 5489: 5473: 5453: 5445: 5441: 5425: 5405: 5395: 5385: 5372: 5369: 5349: 5329: 5309: 5286: 5280: 5277: 5266: 5260: 5227: 5224: 5221: 5214: 5198: 5190: 5174: 5171: 5151: 5143: 5140:defined on a 5127: 5120: 5115: 5102: 5099: 5096: 5093: 5090: 5087: 5084: 5078: 5072: 5069: 5063: 5060: 5054: 5051: 5045: 5042: 5039: 5033: 5011: 5001: 4995: 4992: 4989: 4983: 4980: 4974: 4971: 4968: 4962: 4959: 4953: 4950: 4947: 4914: 4904: 4901: 4881: 4876: 4866: 4857: 4854: 4851: 4845: 4839: 4836: 4833: 4824: 4821: 4795: 4792: 4789: 4783: 4777: 4774: 4771: 4762: 4759: 4739: 4730: 4727: 4724: 4701: 4698: 4689: 4686: 4683: 4655: 4652: 4630: 4620: 4617: 4608: 4594: 4588: 4585: 4582: 4561: 4555: 4552: 4549: 4529: 4507: 4503: 4499: 4496: 4493: 4488: 4484: 4463: 4458: 4454: 4450: 4447: 4444: 4439: 4435: 4431: 4428: 4407: 4402: 4398: 4394: 4390: 4385: 4381: 4377: 4374: 4371: 4367: 4362: 4358: 4354: 4350: 4345: 4341: 4337: 4333: 4327: 4323: 4317: 4313: 4309: 4306: 4301: 4297: 4291: 4287: 4282: 4278: 4258: 4252: 4249: 4246: 4243: 4240: 4220: 4214: 4211: 4208: 4188: 4184: 4179: 4175: 4171: 4167: 4162: 4158: 4154: 4151: 4148: 4144: 4139: 4135: 4131: 4127: 4122: 4118: 4114: 4111: 4091: 4086: 4082: 4076: 4072: 4068: 4065: 4062: 4057: 4053: 4047: 4043: 4039: 4036: 4016: 4013: 4008: 4004: 4000: 3997: 3994: 3989: 3985: 3962: 3958: 3954: 3951: 3948: 3943: 3939: 3918: 3915: 3912: 3892: 3886: 3883: 3880: 3877: 3874: 3854: 3848: 3845: 3842: 3833: 3820: 3817: 3797: 3794: 3791: 3788: 3768: 3748: 3742: 3739: 3736: 3716: 3696: 3676: 3656: 3636: 3616: 3613: 3593: 3590: 3587: 3564: 3558: 3555: 3549: 3543: 3523: 3516: 3500: 3480: 3474: 3471: 3468: 3460: 3447: 3444: 3424: 3397: 3394: 3391: 3388: 3380: 3364: 3358: 3355: 3352: 3332: 3312: 3304: 3294: 3260: 3257: 3254: 3243: 3237: 3214: 3211: 3208: 3205: 3199: 3193: 3190: 3187: 3181: 3174:The function 3170: 3165: 3139: 3136: 3122: 3119: 3108: 3097: 3074: 3071: 3068: 3065: 3059: 3053: 3050: 3047: 3041: 3034:The function 3030: 3025: 3009: 2989: 2966: 2963: 2960: 2957: 2951: 2945: 2942: 2939: 2933: 2911: 2896: 2886: 2883: 2876:The function 2872: 2867: 2866: 2862: 2843: 2837: 2834: 2831: 2825: 2822: 2816: 2793: 2787: 2784: 2778: 2772: 2769: 2763: 2760: 2757: 2751: 2731: 2711: 2703: 2699: 2695: 2692: 2688: 2683: 2679: 2662: 2656: 2653: 2650: 2618: 2598: 2590: 2587: 2539: 2535: 2531: 2517: 2514: 2511: 2505: 2499: 2494: 2489: 2485: 2481: 2478: 2475: 2472: 2466: 2460: 2455: 2450: 2446: 2442: 2439: 2436: 2433: 2429: 2422: 2416: 2413: 2410: 2404: 2398: 2395: 2391: 2385: 2380: 2376: 2338: 2334: 2330: 2316: 2310: 2307: 2299: 2293: 2290: 2284: 2281: 2275: 2272: 2264: 2258: 2255: 2249: 2246: 2242: 2235: 2229: 2226: 2223: 2217: 2211: 2208: 2204: 2197: 2194: 2190: 2180: 2176: 2172: 2168: 2164: 2160: 2157: 2142: 2122: 2119: 2113: 2107: 2099: 2098:normed spaces 2096:between real 2095: 2079: 2073: 2070: 2067: 2059: 2056: 2052: 2034: 2024: 2016: 1994: 1984: 1972: 1971:column vector 1969:by sending a 1954: 1925: 1898: 1890: 1875: 1872: 1869: 1849: 1841: 1838: 1822: 1819: 1816: 1810: 1802: 1785: 1781: 1774: 1766: 1763: 1759: 1756: 1723:The zero map 1722: 1720:is a scalar). 1698: 1683: 1679: 1676: 1660: 1657: 1651: 1648: 1632: 1629: 1621: 1620: 1614: 1600: 1580: 1575: 1562: 1560: 1544: 1524: 1518: 1511:A linear map 1509: 1496: 1491: 1481: 1467: 1464: 1461: 1450: 1444: 1441: 1433: 1420: 1400: 1397: 1372: 1369: 1366: 1346: 1341: 1331: 1323: 1310: 1288: 1259: 1232: 1212: 1203: 1201: 1185: 1177: 1164: 1159: 1155: 1151: 1148: 1145: 1137: 1124: 1119: 1115: 1111: 1103: 1091: 1087: 1083: 1080: 1077: 1072: 1060: 1056: 1049: 1029: 1026: 1023: 1018: 1014: 1010: 1007: 1004: 999: 995: 974: 971: 966: 956: 953: 950: 945: 930: 925: 923: 893: 890: 887: 876: 870: 862: 859: 834: 831: 817: 814: 803: 792: 784: 781: 780: 779: 765: 762: 759: 739: 736: 728: 715: 699: 693: 690: 687: 667: 660: 644: 624: 610: 608: 604: 600: 596: 591: 589: 585: 569: 549: 541: 525: 505: 497: 493: 489: 473: 453: 445: 429: 409: 389: 369: 360: 359:it does not. 358: 354: 350: 349: 344: 340: 324: 304: 301: 298: 290: 274: 254: 246: 238: 222: 219: 216: 208: 200: 195: 193: 189: 185: 181: 177: 173: 172:vector spaces 170:between two 157: 151: 144: 140: 136: 132: 128: 124: 120: 116: 105: 102: 94: 91:December 2021 84: 80: 74: 73: 67: 62: 53: 52: 47: 40: 33: 19: 16580:Hermann Weyl 16384:Vector space 16369:Pseudotensor 16348: 16334:Fiber bundle 16287:abstractions 16182:Mixed tensor 16167:Tensor field 15974: 15834:Vector space 15585: 15566:Vector space 15467: 15441: 15411: 15384: 15350: 15315: 15291: 15262: 15235: 15205: 15182: 15156: 15133: 15109: 15086: 15076:Bibliography 14939:another map 14909: 14694: 14692:1.18 Theorem 14691: 14683: 14668: 14658: 14616: 14604: 14599:p. 52, § 3.3 14597:Axler (2015) 14592: 14559: 14552: 14522: 14460: 14089: 14083: 13753: 13711: 13700:. Retrieved 13696: 13687: 13679: 13667: 13407: 13387: 13154: 13121:. A mapping 13118: 13102: 13071: 12889:balanced set 12759:, p. 14 12752: 12536: 12520: 12507: 12435:Additive map 12425:techniques. 12416: 12401: 12398:Applications 12389: 12382: 12378: 12373: 12344: 12342: 12316: 12311: 12307: 12304: 12300: 12298: 12134: 12129: 12121: 12117: 12113: 12109: 12106:endomorphism 12103: 12069: 12065: 12049: 12045: 12028: 12006: 12002: 11998: 11995: 11972: 11967: 11953:identity map 11947: 11941: 11937: 11933: 11917: 11913: 11907: 11903: 11897: 11893: 11889: 11883: 11879: 11875: 11854: 11849: 11826: 11820: 11815: 11801:identity map 11795: 11789: 11785: 11781: 11765: 11761: 11755: 11751: 11745: 11741: 11737: 11731: 11727: 11723: 11703: 11693: 11688: 11679:as a map of 11665:monomorphism 11663: 11657: 11652: 11649:Monomorphism 11641: 11637: 11633: 11618: 11615: 11593: 11589: 11583: 11578: 11574: 11572: 11472: 11470: 11458: 11454: 11447: 11387: 11383: 11379: 11376:endomorphism 11315: 11308: 11302: 11298: 11291: 11231: 11227: 11223: 11221: 11216: 11212: 11208: 11204: 11156: 11152: 11148: 11144: 11140: 11136: 11132: 11128: 11124: 11120: 11116: 11112: 11108: 11104: 11100: 11096: 11092: 11088: 11084: 11080: 11076: 11072: 11070: 11065: 11061: 11057: 11055: 11038: 11034: 11030: 11026: 11018: 11014: 11010: 11008: 10927: 10921: 10916: 10912: 10908: 10907:This is the 10906: 10816: 10781: 10389: 10177: 9936: 9677: 9643:in the ring 9469:automorphism 9442: 9407:identity map 9323:endomorphism 9288: 9285:Automorphism 9281:Endomorphism 9262: 9056: 8892: 8662: 8655: 8642: 8638: 8527: 8515: 8446: 8288: 8284: 8283:skew of the 8033: 7963: 7962:through the 7893: 7892:through the 7792: 7791:by an angle 7709: 7703: 7327: 7123:relative to 7061:relative to 7036: 6582:is a vector 6385: 6094: 6092: 5883: 5628: 5397: 5187:Indeed, the 5116: 4609: 3834: 3411: 3292: 2681: 2677: 1762:identity map 1757:) is linear. 1593:over a ring 1563: 1510: 1204: 987:and scalars 926: 921: 919: 713: 616: 592: 494:through the 361: 352: 346: 240: 236: 202: 196: 138: 134: 130: 126: 122: 112: 97: 88: 69: 16520:Élie Cartan 16468:Spin tensor 16442:Weyl tensor 16400:Mathematics 16364:Multivector 16155:definitions 16053:Engineering 15992:Mathematics 15814:Multivector 15779:Determinant 15736:Dot product 15581:Linear span 15232:Lang, Serge 15002:then so is 14933:is said to 14653:p. 90, § 50 13627:instead of 11974:isomorphism 11964:Isomorphism 11828:epimorphism 11812:Epimorphism 11217:obstruction 11083:, given by 11050:constraints 11031:homogeneous 10390:The number 9465:isomorphism 8594:composition 7706:dimensional 7103:Matrix for 7041:Matrix for 3493:defined on 3303:linear span 2331:A definite 2181:). Indeed, 1889:real matrix 861:Homogeneity 355:, while in 115:mathematics 83:introducing 16595:Categories 16349:Linear map 16217:Operations 15848:Direct sum 15683:Invertible 15586:Linear map 14834:is closed. 14688:Rudin 1991 14463:column of 13962:such that 13758:Rudin 1976 13702:2021-02-17 13672:Rudin 1991 13662:is linear. 13392:Rudin 1976 13382:is linear. 13107:Rudin 1991 13072:null space 12885:convex set 12757:Rudin 1991 12529:Rudin 1976 12357:continuous 12329:Continuity 12059:idempotent 11991:bimorphism 11945:such that 11822:surjective 11793:such that 11677:one-to-one 11143:, 0) < 11021:to solve, 9826:isomorphic 9752:isomorphic 8649:, forms a 8443:projection 7888:reflection 6522:. To get 6165:. Now let 5510:is a real 3709:to all of 2859:, but the 2368:. Indeed, 2335:over some 2100:such that 783:Additivity 714:linear map 603:equivalent 353:linear map 123:linear map 66:references 16488:EM tensor 16324:Dimension 16275:Transpose 15878:Numerical 15641:Transpose 15486:849801114 15403:175294365 15373:840278135 15224:754555941 15132:(1974) . 14879:Λ 14850:Λ 14819:Λ 14790:Λ 14763:∈ 14750:for some 14735:≠ 14727:Λ 14719:. Assume 14703:Λ 14675:EMS Press 14609:Tu (2011) 14429:… 14300:… 14257:⋮ 14252:⋱ 14247:⋮ 14242:⋮ 14217:… 14156:… 14075:rows and 14050:≤ 14044:≤ 13989:∑ 13899:∈ 13848:… 13788:… 13583:∈ 13370:Λ 13339:Λ 13314:Λ 13294:β 13274:α 13251:∈ 13213:Λ 13210:β 13199:Λ 13196:α 13182:β 13171:α 13165:Λ 13138:→ 13129:Λ 13082:Λ 13051:Λ 13023:Λ 13014:∈ 12980:− 12976:Λ 12939:− 12935:Λ 12899:Λ 12856:Λ 12830:⊂ 12804:⊂ 12778:→ 12769:Λ 12724:∈ 12691:λ 12677:λ 12647:∈ 12355:, may be 12228:− 12038:nilpotent 11983:bijection 11659:injective 11543:⁡ 11534:⁡ 11528:− 11513:⁡ 11504:⁡ 11486:⁡ 11416:↦ 11350:ℵ 11331:ℵ 11260:↦ 11182:↦ 11033:equation 11027:solutions 10992:→ 10980:⁡ 10974:→ 10968:→ 10962:→ 10950:⁡ 10944:→ 10881:⁡ 10832:⁡ 10799:→ 10627:ν 10598:⁡ 10539:⁡ 10530:⁡ 10498:ρ 10469:⁡ 10410:⁡ 10401:⁡ 10364:⁡ 10343:⁡ 10334:⁡ 10313:⁡ 10304:⁡ 10287:dimension 10244:⁡ 10188:⁡ 10153:∈ 10114:∈ 10086:⁡ 10044:∈ 10016:⁡ 9954:→ 9880:× 9842:⁡ 9769:× 9729:⁡ 9654:⁡ 9618:⁡ 9582:⁡ 9550:⁡ 9425:→ 9356:⁡ 9306:→ 9231:⁡ 9167:⁡ 9022:α 8999:α 8973:α 8933:α 8910:→ 8743:pointwise 8726:→ 8687:→ 8647:morphisms 8618:→ 8606:∘ 8577:→ 8545:→ 8445:onto the 8347:θ 8344:⁡ 8329:θ 8326:⁡ 8320:− 8116:θ 8110:⁡ 8104:− 8099:θ 8093:⁡ 8083:θ 8077:⁡ 8069:θ 8063:⁡ 7990:− 7937:− 7863:θ 7860:⁡ 7852:θ 7849:⁡ 7839:θ 7836:⁡ 7830:− 7825:θ 7822:⁡ 7754:− 7607:− 7571:− 7300:− 6986:⋯ 6906:… 6806:⋮ 6795:⋯ 6775:⋯ 6615:⋮ 6447:× 6341:⋯ 6191:… 6129:… 6040:⋯ 5972:⋯ 5901:→ 5842:⋯ 5754:… 5718:∈ 5655:… 5598:→ 5521:× 5278:≤ 5231:→ 5088:− 5061:− 5002:∈ 4920:→ 4825:⁡ 4737:→ 4699:− 4696:→ 4592:→ 4586:⁡ 4559:→ 4497:… 4448:… 4375:⋯ 4310:⋯ 4256:→ 4250:⁡ 4218:→ 4152:⋯ 4066:⋯ 4014:∈ 3998:… 3952:… 3890:→ 3884:⁡ 3852:→ 3792:⁡ 3746:→ 3591:∈ 3478:→ 3392:⊆ 3362:→ 3258:λ 3244:λ 2902:→ 2660:→ 2486:∫ 2447:∫ 2377:∫ 2077:→ 2025:∈ 1985:∈ 1873:× 1814:↦ 1778:↦ 1736:↦ 1696:↦ 1682:homothety 1655:↦ 1641:→ 1522:→ 1398:∈ 1149:⋯ 1081:⋯ 1024:∈ 1008:… 972:∈ 954:… 763:∈ 737:∈ 697:→ 599:morphisms 488:dimension 199:bijection 155:→ 16354:Manifold 16339:Geodesic 16097:Notation 15924:Category 15863:Subspace 15858:Quotient 15809:Bivector 15723:Bilinear 15665:Matrices 15540:Glossary 15466:(2013). 15446:Springer 15440:(2011). 15430:24909067 15383:(1996). 15339:21163277 15313:(1991). 15289:(1976). 15259:(1973). 15234:(1987), 15138:Springer 15091:Springer 15085:(2015). 14959:if when 14913:One map 13540:for all 13230:for all 12711:for all 12626:for all 12429:See also 12347:between 12310:, being 12277:′ 12265:′ 12250:′ 12212:′ 12179:′ 12154:′ 12073:, where 11911:implies 11759:implies 11702:dim(ker 11631:and let 11596:→ 0. In 11577:) − dim( 11297:= 0 and 11095:) = (0, 10922:quotient 10778:Cokernel 10772:Cokernel 10211:subspace 9973:and the 9828:to the 9511:forms a 9252:, is an 8651:category 7721:rotation 7714:matrices 7681:′ 7640:′ 7543:′ 7501:′ 7460:′ 7437:′ 7410:′ 7355:′ 7274:′ 7187:′ 7160:′ 7135:′ 5388:Matrices 5213:seminorm 3835:The map 3669:then a ( 3580:for all 3379:function 2861:variance 2744:we have 2534:integral 2337:interval 2333:integral 2179:codomain 2094:isometry 2057:, below. 1617:Examples 584:matrices 357:analysis 16451:Physics 16285:Related 16048:Physics 15966:Tensors 15535:Outline 13362:, when 12887:, or a 12365:bounded 12323:tensors 12319:variant 12053:, then 11951:is the 11799:is the 11215:is the 11029:to the 10928:target. 10926:of the 10917:domain, 10814:is the 10565:nullity 9869:of all 9758:of all 9754:to the 9718:, then 8658:inverse 8141:scaling 7704:In two- 6462:matrix 3515:extends 3410:Then a 3301:to the 1891:, then 186:over a 184:modules 143:mapping 141:) is a 79:improve 16379:Vector 16374:Spinor 16359:Matrix 16153:Tensor 15819:Tensor 15631:Kernel 15561:Vector 15556:Scalar 15484:  15474:  15452:  15428:  15418:  15401:  15391:  15371:  15361:  15337:  15327:  15299:  15275:  15246:  15222:  15212:  15193:  15167:  15144:  15118:  15097:  14936:extend 14090:matrix 13497:  13155:linear 12196:hence 12018:, the 11825:or an 10819:kernel 9971:kernel 9931:, and 9515:, the 9321:is an 9256:under 8449:axis: 7966:axis: 7896:axis: 7708:space 6846:where 6798:  6772:  5488:matrix 2175:domain 2092:is an 496:origin 190:; see 68:, but 16299:Basis 15984:Scope 15688:Minor 15673:Block 15611:Basis 14895:of 0. 14553:range 12564:, if 12560:into 12552:into 12515:into 12499:Notes 11847:coker 11715:monic 11706:) = 0 11662:or a 11540:coker 11473:index 11467:Index 11446:with 11290:with 11135:) + ( 11111:) = ( 10977:coker 10924:space 10829:coker 10648:. If 10209:is a 9979:range 9975:image 9641:units 9513:group 8635:class 7594:, or 5622:(see 5444:basis 3513:that 3377:is a 2926:with 2700:of a 2135:then 1862:is a 1755:field 1675:graph 1537:with 659:field 492:plane 337:is a 15843:Dual 15698:Rank 15482:OCLC 15472:ISBN 15450:ISBN 15426:OCLC 15416:ISBN 15399:OCLC 15389:ISBN 15369:OCLC 15359:ISBN 15335:OCLC 15325:ISBN 15297:ISBN 15273:ISBN 15244:ISBN 15220:OCLC 15210:ISBN 15191:ISBN 15165:ISBN 15142:ISBN 15116:ISBN 15095:ISBN 15022:and 14695:Let 13884:and 13820:and 13410:if: 13286:and 13113:and 12819:and 12544:and 12540:Let 12388:cos( 12377:sin( 12337:and 12098:and 11887:and 11867:epic 11852:= {0 11840:onto 11735:and 11691:= {0 11687:ker 11681:sets 11623:and 11619:Let 11475:as: 11314:for 11017:) = 10909:dual 10668:and 10595:null 10466:rank 10436:rank 10233:and 9403:ring 9283:and 8745:sum 8702:and 8656:The 8560:and 5629:Let 5438:are 5418:and 4822:span 4714:and 4645:and 4583:span 4476:and 4247:span 3916:> 3881:span 3789:span 3325:and 2809:and 2724:and 2696:The 2639:and 2611:and 2536:(or 2177:and 1760:The 1385:and 1359:Let 1274:and 1225:and 637:and 617:Let 540:line 538:, a 289:real 287:are 267:and 188:ring 178:and 121:, a 15355:GTM 14555:of 14525:of 13658:if 13157:if 13074:of 12922:If 12879:If 12527:." 12523:on 12063:If 12043:If 11996:If 11955:on 11927:is 11865:is 11838:is 11803:on 11775:is 11713:is 11675:is 11531:dim 11510:ker 11501:dim 11483:ind 11461:+ 1 11320:sum 11305:+ 1 10947:ker 10913:sub 10619:or 10567:of 10536:ker 10527:dim 10438:of 10398:dim 10361:dim 10331:dim 10310:ker 10301:dim 10213:of 10185:ker 10013:ker 10001:by 9981:of 9977:or 9937:If 9824:is 9750:is 9726:End 9678:If 9651:End 9615:Aut 9571:or 9547:Aut 9519:of 9471:of 9353:End 9325:of 9228:End 9164:Hom 9116:to 8893:If 8663:If 8341:cos 8323:sin 8107:cos 8090:sin 8074:sin 8060:cos 7857:cos 7846:sin 7833:sin 7819:cos 7262:to 7200:to 6562:of 6279:as 5884:If 5626:). 5466:to 5398:If 5026:to 3437:to 3417:of 2675:to 2591:If 2346:to 2060:If 1940:to 1842:If 1245:by 927:By 605:to 498:in 446:in 382:to 113:In 16597:: 15480:. 15448:. 15424:. 15397:. 15367:. 15353:. 15333:. 15323:. 15271:. 15242:, 15218:. 15189:. 15185:. 15163:. 15140:. 15093:. 14673:, 14667:, 14643:^ 14628:^ 14092:: 14084:by 13738:^ 13723:^ 13695:. 12865:0. 12845:: 12743:. 12662:, 12390:nx 12381:)/ 12379:nx 12371:. 12343:A 12325:. 12308:AB 12303:= 12301:A′ 12132:. 12070:kI 12068:= 12048:= 12026:, 12005:→ 12001:: 11993:. 11948:TS 11940:→ 11936:: 11916:= 11908:ST 11906:= 11904:RT 11896:→ 11892:: 11882:→ 11878:: 11796:ST 11788:→ 11784:: 11764:= 11756:TS 11754:= 11752:TR 11744:→ 11740:: 11730:→ 11726:: 11640:→ 11636:: 11608:. 11592:→ 11498::= 11453:= 11390:, 11386:→ 11382:: 11307:= 11234:, 11230:→ 11226:: 11207:, 11159:, 11155:→ 11127:, 11115:, 11107:, 11091:, 11079:→ 11075:: 10995:0. 10878:im 10844::= 10817:co 10407:im 10340:im 10293:: 10241:im 10083:im 9927:, 9915:. 9839:GL 9675:. 9579:GL 9440:. 9416:id 8890:. 8653:. 8520:. 8372:: 8291:: 8220:: 7696:. 7287:: 7220:: 7148:: 7081:: 6748:, 5801:: 4763::= 2680:× 1839:). 1561:. 1202:. 609:. 590:. 194:. 133:, 129:, 15958:e 15951:t 15944:v 15516:e 15509:t 15502:v 15488:. 15458:. 15432:. 15405:. 15375:. 15341:. 15305:. 15281:. 15226:. 15199:. 15173:. 15150:. 15124:. 15103:. 15057:. 15054:) 15051:s 15048:( 15045:f 15042:= 15039:) 15036:s 15033:( 15030:F 15010:F 14990:, 14987:s 14967:f 14947:f 14921:F 14893:V 14869:. 14867:X 14853:) 14847:( 14844:N 14822:) 14816:( 14813:N 14766:X 14759:x 14738:0 14731:x 14717:X 14587:. 14574:] 14571:A 14568:[ 14557:A 14539:] 14536:A 14533:[ 14507:j 14502:x 14497:A 14477:] 14474:A 14471:[ 14461:j 14447:} 14442:m 14437:y 14432:, 14426:, 14421:1 14416:y 14411:{ 14389:j 14384:x 14379:A 14357:j 14354:, 14351:i 14347:a 14324:] 14316:n 14313:, 14310:m 14306:a 14293:2 14290:, 14287:m 14283:a 14275:1 14272:, 14269:m 14265:a 14233:n 14230:, 14227:2 14223:a 14210:2 14207:, 14204:2 14200:a 14192:1 14189:, 14186:2 14182:a 14172:n 14169:, 14166:1 14162:a 14149:2 14146:, 14143:1 14139:a 14131:1 14128:, 14125:1 14121:a 14114:[ 14109:= 14106:] 14103:A 14100:[ 14087:n 14081:m 14077:n 14073:m 14059:. 14056:) 14053:n 14047:j 14041:1 14038:( 14032:i 14027:y 14020:j 14017:, 14014:i 14010:a 14004:m 13999:1 13996:= 13993:i 13985:= 13980:j 13975:x 13970:A 13948:j 13945:, 13942:i 13938:a 13917:) 13914:Y 13911:, 13908:X 13905:( 13902:L 13896:A 13886:Y 13882:X 13867:} 13861:m 13856:y 13851:, 13845:, 13840:1 13835:y 13829:{ 13807:} 13801:n 13796:x 13791:, 13785:, 13780:1 13775:x 13769:{ 13705:. 13682:. 13676:X 13660:A 13646:) 13642:x 13638:( 13635:A 13614:x 13610:A 13600:c 13586:X 13578:2 13573:x 13568:, 13563:1 13558:x 13553:, 13549:x 13527:x 13523:A 13520:c 13517:= 13514:) 13510:x 13506:c 13503:( 13500:A 13494:, 13489:2 13484:x 13479:A 13476:+ 13471:1 13466:x 13461:A 13458:= 13454:) 13448:2 13443:x 13438:+ 13433:1 13428:x 13422:( 13418:A 13404:Y 13400:X 13396:A 13350:) 13346:x 13342:( 13318:x 13254:X 13247:y 13243:, 13239:x 13217:y 13207:+ 13203:x 13193:= 13190:) 13186:y 13179:+ 13175:x 13168:( 13141:Y 13135:X 13132:: 13115:Y 13111:X 13094:. 13068:X 13054:) 13048:( 13044:N 13040:= 13037:} 13034:0 13031:= 13027:x 13020:: 13017:X 13010:x 13006:{ 13003:= 13000:) 12997:} 12994:0 12991:{ 12988:( 12983:1 12953:) 12950:B 12947:( 12942:1 12924:B 12908:) 12905:A 12902:( 12881:A 12862:= 12859:0 12833:Y 12827:B 12807:X 12801:A 12781:Y 12775:X 12772:: 12741:λ 12727:V 12720:u 12698:u 12694:a 12688:= 12685:) 12681:u 12674:( 12671:a 12650:V 12643:v 12639:, 12635:u 12613:v 12609:a 12606:+ 12602:u 12598:a 12595:= 12592:) 12588:v 12584:+ 12580:u 12576:( 12573:a 12562:W 12558:V 12554:W 12550:V 12546:W 12542:V 12525:V 12517:V 12513:V 12392:) 12383:n 12312:B 12305:B 12285:. 12281:] 12274:u 12270:[ 12262:A 12258:= 12254:] 12247:u 12243:[ 12239:B 12236:A 12231:1 12224:B 12220:= 12216:] 12209:v 12205:[ 12183:] 12176:u 12172:[ 12168:B 12165:A 12162:= 12158:] 12151:v 12147:[ 12143:B 12130:B 12122:B 12118:A 12114:B 12110:A 12085:. 12079:T 12075:k 12066:T 12055:T 12050:T 12046:T 12040:. 12034:T 12029:T 12024:T 12020:n 12016:n 12007:V 12003:V 11999:T 11987:T 11979:T 11969:T 11959:. 11957:W 11942:V 11938:W 11934:S 11925:T 11921:. 11918:S 11914:R 11898:U 11894:W 11890:S 11884:U 11880:W 11876:R 11871:U 11863:T 11858:} 11855:W 11850:T 11836:T 11817:T 11807:. 11805:V 11790:V 11786:W 11782:S 11773:T 11769:. 11766:S 11762:R 11746:V 11742:U 11738:S 11732:V 11728:U 11724:R 11719:U 11711:T 11704:T 11697:} 11694:V 11689:T 11683:. 11673:T 11654:T 11642:W 11638:V 11634:T 11629:F 11625:W 11621:V 11594:W 11590:V 11579:W 11575:V 11558:, 11555:) 11552:) 11549:f 11546:( 11537:( 11525:) 11522:) 11519:f 11516:( 11507:( 11495:) 11492:f 11489:( 11459:n 11455:a 11450:n 11448:c 11433:} 11428:n 11424:c 11420:{ 11412:} 11407:n 11403:a 11399:{ 11388:R 11384:R 11380:h 11362:1 11359:+ 11354:0 11346:= 11343:0 11340:+ 11335:0 11316:n 11311:n 11309:a 11303:n 11299:b 11295:1 11292:b 11277:} 11272:n 11268:b 11264:{ 11256:} 11251:n 11247:a 11243:{ 11232:R 11228:R 11224:f 11213:a 11209:b 11205:a 11191:) 11188:a 11185:( 11179:) 11176:b 11173:, 11170:a 11167:( 11157:R 11153:W 11149:x 11145:V 11141:x 11137:x 11133:b 11129:b 11125:x 11121:a 11117:b 11113:a 11109:y 11105:x 11103:( 11101:f 11097:y 11093:y 11089:x 11087:( 11085:f 11081:R 11077:R 11073:f 11066:V 11064:( 11062:f 11060:/ 11058:W 11039:v 11037:( 11035:f 11019:w 11015:v 11013:( 11011:f 10989:) 10986:f 10983:( 10971:W 10965:V 10959:) 10956:f 10953:( 10941:0 10893:. 10890:) 10887:f 10884:( 10874:/ 10870:W 10867:= 10864:) 10861:V 10858:( 10855:f 10851:/ 10847:W 10841:) 10838:f 10835:( 10802:W 10796:V 10793:: 10790:f 10756:A 10736:f 10716:A 10696:f 10676:W 10656:V 10636:) 10633:f 10630:( 10607:) 10604:f 10601:( 10575:f 10551:) 10548:) 10545:f 10542:( 10533:( 10507:) 10504:f 10501:( 10478:) 10475:f 10472:( 10446:f 10422:) 10419:) 10416:f 10413:( 10404:( 10376:. 10373:) 10370:V 10367:( 10358:= 10355:) 10352:) 10349:f 10346:( 10337:( 10328:+ 10325:) 10322:) 10319:f 10316:( 10307:( 10273:W 10253:) 10250:f 10247:( 10221:V 10197:) 10194:f 10191:( 10160:} 10156:V 10149:x 10145:, 10142:) 10138:x 10134:( 10131:f 10128:= 10124:w 10120:: 10117:W 10110:w 10105:{ 10102:= 10095:) 10092:f 10089:( 10076:} 10071:0 10067:= 10064:) 10060:x 10056:( 10053:f 10050:: 10047:V 10040:x 10035:{ 10032:= 10025:) 10022:f 10019:( 9989:f 9957:W 9951:V 9948:: 9945:f 9903:K 9883:n 9877:n 9857:) 9854:K 9851:, 9848:n 9845:( 9812:V 9792:K 9772:n 9766:n 9738:) 9735:V 9732:( 9706:n 9686:V 9663:) 9660:V 9657:( 9627:) 9624:V 9621:( 9591:) 9588:V 9585:( 9559:) 9556:V 9553:( 9527:V 9499:V 9479:V 9451:V 9428:V 9422:V 9419:: 9389:K 9365:) 9362:V 9359:( 9333:V 9309:V 9303:V 9300:: 9297:f 9240:) 9237:V 9234:( 9208:W 9205:= 9202:V 9182:) 9179:W 9176:, 9173:V 9170:( 9144:K 9124:W 9104:V 9084:) 9081:W 9078:, 9075:V 9072:( 9067:L 9042:) 9039:) 9035:x 9031:( 9028:f 9025:( 9019:= 9016:) 9012:x 9008:( 9005:) 9002:f 8996:( 8976:f 8953:K 8913:W 8907:V 8904:: 8901:f 8878:) 8874:x 8870:( 8865:2 8861:f 8857:+ 8854:) 8850:x 8846:( 8841:1 8837:f 8833:= 8830:) 8826:x 8822:( 8819:) 8814:2 8810:f 8806:+ 8801:1 8797:f 8793:( 8771:2 8767:f 8763:+ 8758:1 8754:f 8729:W 8723:V 8720:: 8715:2 8711:f 8690:W 8684:V 8681:: 8676:1 8672:f 8643:K 8639:K 8621:Z 8615:V 8612:: 8609:f 8603:g 8580:Z 8574:W 8571:: 8568:g 8548:W 8542:V 8539:: 8536:f 8501:. 8496:) 8490:1 8485:0 8478:0 8473:0 8467:( 8462:= 8458:A 8447:y 8426:) 8418:k 8415:1 8408:0 8401:0 8396:k 8390:( 8385:= 8381:A 8353:) 8336:0 8315:1 8309:( 8304:= 8300:A 8289:θ 8285:y 8267:) 8261:1 8256:0 8249:m 8244:1 8238:( 8233:= 8229:A 8202:I 8198:2 8195:= 8190:) 8184:2 8179:0 8172:0 8167:2 8161:( 8156:= 8152:A 8122:) 8113:2 8096:2 8080:2 8066:2 8054:( 8049:= 8045:A 8034:θ 8016:) 8010:1 8005:0 7998:0 7993:1 7984:( 7979:= 7975:A 7964:y 7946:) 7940:1 7932:0 7925:0 7920:1 7914:( 7909:= 7905:A 7894:x 7869:) 7813:( 7808:= 7804:A 7793:θ 7775:) 7769:0 7764:1 7757:1 7749:0 7743:( 7738:= 7734:A 7710:R 7678:B 7672:] 7667:) 7663:v 7659:( 7655:T 7651:[ 7646:= 7637:B 7631:] 7627:v 7623:[ 7618:P 7615:A 7610:1 7603:P 7582:P 7579:A 7574:1 7567:P 7540:B 7534:] 7530:v 7526:[ 7498:B 7492:] 7487:) 7483:v 7479:( 7475:T 7471:[ 7466:= 7457:B 7451:] 7447:v 7443:[ 7434:A 7407:B 7401:] 7396:) 7392:v 7388:( 7384:T 7380:[ 7352:B 7346:] 7342:v 7338:[ 7303:1 7296:P 7271:B 7250:B 7228:P 7208:B 7184:B 7157:A 7132:B 7111:T 7089:A 7069:B 7049:T 7022:j 7000:j 6997:m 6993:a 6989:, 6983:, 6978:j 6975:1 6971:a 6950:) 6945:j 6940:v 6935:( 6932:f 6912:n 6909:, 6903:, 6900:1 6897:= 6894:j 6874:f 6854:M 6832:) 6823:j 6820:m 6816:a 6788:j 6785:1 6781:a 6766:( 6761:= 6757:M 6736:) 6731:j 6726:v 6721:( 6718:f 6698:j 6678:) 6673:j 6668:v 6663:( 6660:f 6638:) 6630:j 6627:m 6623:a 6606:j 6603:1 6599:a 6592:( 6570:M 6550:j 6530:M 6510:V 6490:f 6470:M 6450:n 6444:m 6422:j 6419:i 6415:a 6394:f 6372:. 6367:m 6362:w 6355:j 6352:m 6348:a 6344:+ 6338:+ 6333:1 6328:w 6321:j 6318:1 6314:a 6310:= 6306:) 6301:j 6296:v 6291:( 6287:f 6267:) 6262:j 6257:v 6252:( 6249:f 6229:W 6209:} 6204:m 6199:w 6194:, 6188:, 6183:1 6178:w 6173:{ 6153:) 6148:n 6143:v 6138:( 6135:f 6132:, 6126:, 6123:) 6118:1 6113:v 6108:( 6105:f 6095:f 6079:, 6075:) 6070:n 6065:v 6060:( 6056:f 6051:n 6047:c 6043:+ 6037:+ 6034:) 6029:1 6024:v 6019:( 6016:f 6011:1 6007:c 6003:= 6000:) 5995:n 5990:v 5983:n 5979:c 5975:+ 5969:+ 5964:1 5959:v 5952:1 5948:c 5944:( 5941:f 5938:= 5935:) 5931:v 5927:( 5924:f 5904:W 5898:V 5895:: 5892:f 5870:. 5865:n 5860:v 5853:n 5849:c 5845:+ 5839:+ 5834:1 5829:v 5822:1 5818:c 5814:= 5810:v 5788:R 5765:n 5761:c 5757:, 5751:, 5746:1 5742:c 5721:V 5714:v 5693:V 5673:} 5668:n 5663:v 5658:, 5652:, 5647:1 5642:v 5637:{ 5608:m 5603:R 5593:n 5588:R 5565:x 5561:A 5558:= 5555:) 5551:x 5547:( 5544:f 5524:n 5518:m 5498:A 5474:W 5454:V 5426:W 5406:V 5373:. 5370:p 5350:X 5330:f 5310:m 5290:) 5287:m 5284:( 5281:p 5274:| 5270:) 5267:m 5264:( 5261:f 5257:| 5235:R 5228:X 5225:: 5222:p 5199:f 5175:. 5172:X 5152:X 5128:f 5103:. 5100:y 5097:2 5094:+ 5091:x 5085:= 5082:) 5079:2 5076:( 5073:y 5070:+ 5067:) 5064:1 5058:( 5055:x 5052:= 5049:) 5046:y 5043:, 5040:x 5037:( 5034:F 5012:2 5007:R 4999:) 4996:1 4993:, 4990:0 4987:( 4984:y 4981:+ 4978:) 4975:0 4972:, 4969:1 4966:( 4963:x 4960:= 4957:) 4954:y 4951:, 4948:x 4945:( 4924:R 4915:2 4910:R 4905:: 4902:F 4882:. 4877:2 4872:R 4867:= 4864:} 4861:) 4858:1 4855:, 4852:0 4849:( 4846:, 4843:) 4840:0 4837:, 4834:1 4831:( 4828:{ 4802:} 4799:) 4796:1 4793:, 4790:0 4787:( 4784:, 4781:) 4778:0 4775:, 4772:1 4769:( 4766:{ 4760:S 4740:2 4734:) 4731:1 4728:, 4725:0 4722:( 4702:1 4693:) 4690:0 4687:, 4684:1 4681:( 4660:R 4656:= 4653:Y 4631:2 4626:R 4621:= 4618:X 4595:Y 4589:S 4562:Y 4556:S 4553:: 4550:f 4530:S 4508:n 4504:s 4500:, 4494:, 4489:1 4485:s 4464:, 4459:n 4455:c 4451:, 4445:, 4440:1 4436:c 4432:, 4429:n 4408:) 4403:n 4399:s 4395:( 4391:f 4386:n 4382:c 4378:+ 4372:+ 4368:) 4363:1 4359:s 4355:( 4351:f 4346:1 4342:c 4338:= 4334:) 4328:n 4324:s 4318:n 4314:c 4307:+ 4302:1 4298:s 4292:1 4288:c 4283:( 4279:F 4259:Y 4253:S 4244:: 4241:F 4221:Y 4215:S 4212:: 4209:f 4189:. 4185:) 4180:n 4176:s 4172:( 4168:f 4163:n 4159:c 4155:+ 4149:+ 4145:) 4140:1 4136:s 4132:( 4128:f 4123:1 4119:c 4115:= 4112:0 4092:, 4087:n 4083:s 4077:n 4073:c 4069:+ 4063:+ 4058:1 4054:s 4048:1 4044:c 4040:= 4037:0 4017:S 4009:n 4005:s 4001:, 3995:, 3990:1 3986:s 3963:n 3959:c 3955:, 3949:, 3944:1 3940:c 3919:0 3913:n 3893:Y 3887:S 3878:: 3875:F 3855:Y 3849:S 3846:: 3843:f 3821:. 3818:X 3798:, 3795:S 3769:f 3749:Y 3743:S 3740:: 3737:f 3717:X 3697:f 3677:Y 3657:X 3637:S 3617:. 3614:f 3594:S 3588:s 3568:) 3565:s 3562:( 3559:f 3556:= 3553:) 3550:s 3547:( 3544:F 3524:f 3501:X 3481:Y 3475:X 3472:: 3469:F 3448:, 3445:X 3425:f 3398:. 3395:X 3389:S 3365:Y 3359:S 3356:: 3353:f 3333:Y 3313:X 3272:) 3268:a 3264:( 3261:f 3255:= 3252:) 3248:a 3241:( 3238:f 3218:) 3215:y 3212:, 3209:x 3206:2 3203:( 3200:= 3197:) 3194:y 3191:, 3188:x 3185:( 3182:f 3151:) 3147:b 3143:( 3140:f 3137:+ 3134:) 3130:a 3126:( 3123:f 3120:= 3117:) 3113:b 3109:+ 3105:a 3101:( 3098:f 3078:) 3075:y 3072:, 3069:x 3066:2 3063:( 3060:= 3057:) 3054:y 3051:, 3048:x 3045:( 3042:f 3022:. 3010:2 2990:x 2970:) 2967:y 2964:, 2961:x 2958:2 2955:( 2952:= 2949:) 2946:y 2943:, 2940:x 2937:( 2934:f 2912:2 2907:R 2897:2 2892:R 2887:: 2884:f 2847:] 2844:X 2841:[ 2838:E 2835:a 2832:= 2829:] 2826:X 2823:a 2820:[ 2817:E 2797:] 2794:Y 2791:[ 2788:E 2785:+ 2782:] 2779:X 2776:[ 2773:E 2770:= 2767:] 2764:Y 2761:+ 2758:X 2755:[ 2752:E 2732:Y 2712:X 2693:. 2682:m 2678:n 2663:W 2657:V 2654:: 2651:f 2641:n 2637:m 2633:F 2619:W 2599:V 2571:R 2549:R 2518:. 2515:x 2512:d 2509:) 2506:x 2503:( 2500:g 2495:v 2490:u 2482:b 2479:+ 2476:x 2473:d 2470:) 2467:x 2464:( 2461:f 2456:v 2451:u 2443:a 2440:= 2437:x 2434:d 2430:) 2426:) 2423:x 2420:( 2417:g 2414:b 2411:+ 2408:) 2405:x 2402:( 2399:f 2396:a 2392:( 2386:v 2381:u 2355:R 2344:I 2340:I 2317:. 2311:x 2308:d 2303:) 2300:x 2297:( 2294:g 2291:d 2285:b 2282:+ 2276:x 2273:d 2268:) 2265:x 2262:( 2259:f 2256:d 2250:a 2247:= 2243:) 2239:) 2236:x 2233:( 2230:g 2227:b 2224:+ 2221:) 2218:x 2215:( 2212:f 2209:a 2205:( 2198:x 2195:d 2191:d 2143:f 2123:0 2120:= 2117:) 2114:0 2111:( 2108:f 2080:W 2074:V 2071:: 2068:f 2035:m 2030:R 2021:x 2017:A 1995:n 1990:R 1981:x 1955:m 1950:R 1926:n 1921:R 1899:A 1876:n 1870:m 1850:A 1823:1 1820:+ 1817:x 1811:x 1786:2 1782:x 1775:x 1740:0 1732:x 1718:c 1703:v 1699:c 1692:v 1661:x 1658:c 1652:x 1649:: 1645:R 1637:R 1633:: 1630:f 1601:R 1581:M 1576:R 1545:K 1525:K 1519:V 1497:. 1492:W 1487:0 1482:= 1479:) 1475:v 1471:( 1468:f 1465:0 1462:= 1459:) 1455:v 1451:0 1448:( 1445:f 1442:= 1439:) 1434:V 1429:0 1424:( 1421:f 1401:V 1394:v 1373:0 1370:= 1367:c 1347:. 1342:W 1337:0 1332:= 1329:) 1324:V 1319:0 1314:( 1311:f 1289:W 1284:0 1260:V 1255:0 1233:W 1213:V 1186:. 1183:) 1178:n 1173:u 1168:( 1165:f 1160:n 1156:c 1152:+ 1146:+ 1143:) 1138:1 1133:u 1128:( 1125:f 1120:1 1116:c 1112:= 1109:) 1104:n 1099:u 1092:n 1088:c 1084:+ 1078:+ 1073:1 1068:u 1061:1 1057:c 1053:( 1050:f 1030:, 1027:K 1019:n 1015:c 1011:, 1005:, 1000:1 996:c 975:V 967:n 962:u 957:, 951:, 946:1 941:u 905:) 901:u 897:( 894:f 891:c 888:= 885:) 881:u 877:c 874:( 871:f 846:) 842:v 838:( 835:f 832:+ 829:) 825:u 821:( 818:f 815:= 812:) 808:v 804:+ 800:u 796:( 793:f 766:K 760:c 740:V 733:v 729:, 725:u 700:W 694:V 691:: 688:f 668:K 645:W 625:V 570:W 550:W 526:W 506:V 474:W 454:V 430:W 410:V 390:W 370:V 325:V 305:W 302:= 299:V 275:W 255:V 223:W 220:= 217:V 158:W 152:V 104:) 98:( 93:) 89:( 75:. 48:. 41:. 34:. 20:)

Index

Linear operator
Möbius transformation
Linear Operators (book)
linear function
references
inline citations
improve
introducing
Learn how and when to remove this message
mathematics
linear algebra
mapping
vector spaces
vector addition
scalar multiplication
modules
ring
Module homomorphism
bijection
real
function space
functional analysis
linear function
analysis
linear subspaces
dimension
plane
origin
line
matrices

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