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Potts model

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While the example below is developed for the one-dimensional case, many of the arguments, and almost all of the notation, generalizes easily to any number of dimensions. Some of the formalism is also broad enough to handle related models, such as the
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Duminil-Copin, Hugo; Gagnebin, Maxime; Harel, Matan; Manolescu, Ioan; Tassion, Vincent (2017-09-05). "Discontinuity of the phase transition for the planar random-cluster and Potts models with $ q>4$ ".
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A spin cluster is the union of neighbouring FK clusters with the same color: two neighbouring spin clusters have different colors, while two neighbouring FK clusters are colored independently.
1811: 3500:. It is very common in mathematical treatments to set ÎČ = 1, as it is easily regained by rescaling the interaction energy. This partition function is written as a function of the interaction 249: 2312: 4466: 4132: 4613: 3093: 1559: 4618:
The general solution for an arbitrary number of spins, and an arbitrary finite-range interaction, is given by the same general form. In this case, the precise expression for the matrix
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to emphasize that it is only a function of the interaction, and not of any specific configuration of spins. The partition function, together with the Hamiltonian, are used to define a
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This function can be seen to consist of two parts: the self-energy of a configuration of spins, plus the interaction energy of this set and all the other spins in the lattice. The
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Li, Zi-Qian; Yang, Li-Ping; Xie, Z. Y.; Tu, Hong-Hao; Liao, Hai-Jun; Xiang, T. (2020). "Critical properties of the two-dimensional $ q$ -state clock model".
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will be seen to describe the interaction between nearest neighbors. Of course, different functions give different interactions; so a function of
3514: 1020: 7216: 6209: 6746: 6726: 3956: 3732:. By endowing the configuration space with a probability measure built from a Hamiltonian in this way, the configuration space turns into a 47:. The strength of the Potts model is not so much that it models these physical systems well; it is rather that the one-dimensional case is 118: 5314:
Mehta, Pankaj; Bukov, Marin; Wang, Ching-Hao; Day, Alexandre G. R.; Richardson, Clint; Fisher, Charles K.; Schwab, David J. (2019-05-30).
3832: 7130: 5902: 94: 4894:{\displaystyle P_{\gamma }(u)=\gamma \|\nabla u\|_{0}+\|u-f\|_{p}^{p}=\gamma \#\{i:u_{i}\neq u_{i+1}\}+\sum _{i=1}^{n}|u_{i}-f_{i}|^{p}} 1849: 5907: 5840: 3291: 939:
A generalization of the Potts model is often used in statistical inference and biophysics, particularly for modelling proteins through
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In image processing, the Potts functional is related to the segmentation problem. However, in two dimensions the problem is NP-hard.
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The Potts model has applications in signal reconstruction. Assume that we are given noisy observation of a piecewise constant signal
582: 6731: 2542:, which is the "ancestor" of the Potts model, in his 1924 PhD thesis). This section develops the mathematical formalism, based on 7057: 6741: 5742: 7099: 6996: 7286: 7276: 7122: 6814: 6799: 5833: 7186: 7150: 3185: 7454: 7191: 7103: 6301: 6202: 1743: 203: 7256: 5666: 3508:
on the Borel σ-algebra in the following way: The measure of a cylinder set, i.e. an element of the base, is given by
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Despite its simplicity as a model of a physical system, the Potts model is useful as a model system for the study of
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Friedrich, F.; Kempe, A.; Liebscher, V.; Winkler, G. (2008). "Complexity Penalized M-Estimation: Fast Computation".
2988:. Explicit representations for the cylinder sets can be gotten by noting that the string of values corresponds to a 7485: 7301: 7107: 7091: 7006: 6834: 6804: 6226: 5021: 4405: 3739:
Most thermodynamic properties can be expressed directly in terms of the partition function. Thus, for example, the
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may depend on some or all of the spins; currently, only those that depend on a finite number are exactly solvable.
4066: 2076:{\displaystyle e^{J_{p}\delta (s_{i},s_{j})}=1+v\delta (s_{i},s_{j})\qquad {\text{ with }}\qquad v=e^{J_{p}}-1\ .} 7206: 7171: 7140: 7135: 6571: 6488: 4561: 3028: 2709:{\displaystyle Q^{\mathbf {Z} }=\{s=(\ldots ,s_{-1},s_{0},s_{1},\ldots ):s_{k}\in Q\;\forall k\in \mathbf {Z} \}} 1513: 58:, who described the model near the end of his 1951 Ph.D. thesis. The model was related to the "planar Potts" or " 881: 7490: 7145: 6774: 6769: 6576: 6473: 6101: 3749: 3004: 1357: 2187: 576:
was suggested by Potts in the course of his study of the model above and is defined by a simpler Hamiltonian:
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If neighboring spins are only allowed in certain specific configurations, then the state space is given by a
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in that couplings can be heterogeneous and non-local. There is no explicit lattice structure in this model.
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Sokal, Alan D. (2005). "The multivariate Tutte polynomial (alias Potts model) for graphs and matroids".
7181: 7166: 6809: 6779: 6346: 6244: 5978: 5894: 5031: 2508:{\displaystyle e^{J_{p}\delta (s_{i},s_{j})}=(1-\delta (s_{i},s_{j}))+e^{J_{p}}\delta (s_{i},s_{j})\ .} 425:{\displaystyle H_{c}=J_{c}\sum _{\langle i,j\rangle }\cos \left(\theta _{s_{i}}-\theta _{s_{j}}\right)} 4907: 1928:
i.e. sets of nearest neighbor pairs of the same color. The transformation is done using the identity
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For the clock model, there is evidence that the corresponding phase transitions are infinite order
1564: 940: 809: 257: 2170:{\displaystyle Z_{p}=\sum _{\omega }v^{\#{\text{edges}}(\omega )}q^{\#{\text{clusters}}(\omega )}} 1146: 537: 7495: 7396: 7386: 7201: 7077: 6859: 6784: 6598: 6463: 6319: 6274: 6001: 5991: 5917: 5036: 4138: 2728: 2527: 736: 7338: 7266: 6691: 6681: 6525: 6048: 4626: 2995:, however the natural topology of the q-adic numbers is finer than the above product topology. 2731:, may be used. Shifts get this name because there exists a natural operator on this space, the 1816: 110: 1281: 7361: 7343: 7323: 7318: 7037: 6869: 6849: 6696: 6639: 6478: 6388: 5933: 5856: 3740: 3505: 1710: 1667: 1629: 1487: 494:
is a coupling constant, determining the interaction strength. This model is now known as the
311: 20: 1596: 7480: 7436: 7391: 7381: 7067: 7042: 7011: 6991: 6829: 6751: 6736: 6603: 6076: 5597: 5542: 5337: 5280: 5225: 5173: 5118: 5079: 5046: 5016: 4256:{\displaystyle Z_{n}(c)=e^{-c\beta }|{\mbox{Fix}}\,\tau ^{n}|=e^{-c\beta }{\mbox{Tr}}A^{n}} 1706: 1661: 505: 470: 138: 4399:∈ {−1, 1} and only nearest neighbor spins interact. The interaction potential is given by 1690:, the model displays the phenomenon of 'interfacial adsorption' with intriguing critical 8: 7431: 7271: 7196: 7001: 6761: 6671: 6561: 6142: 6121: 4642: 3722: 855: 779: 44: 36: 5601: 5546: 5341: 5284: 5229: 5204:"Selection of sequence motifs and generative Hopfield-Potts models for protein families" 5177: 5122: 5083: 1464: 1256: 7401: 7366: 7281: 7251: 7082: 7021: 7016: 6839: 6676: 6341: 6279: 6218: 6169: 6081: 6058: 6039: 6019: 5983: 5754: 5723: 5715: 5672: 5644: 5621: 5566: 5532: 5500: 5480: 5454: 5423: 5394:"The self-dual point of the two-dimensional random-cluster model is critical for q ≄ 1" 5366: 5327: 5315: 5268: 5249: 5215: 5203: 5142: 5026: 3733: 3489: 2964:{\displaystyle C_{m}=\{s\in Q^{\mathbf {Z} }:s_{m}=\xi _{0},\ldots ,s_{m+k}=\xi _{k}\}} 2317: 1720: 1653: 1337: 1317: 1236: 1216: 1196: 946: 176: 81:
The Potts model is related to, and generalized by, several other models, including the
2727:. For defining the Potts model, either this whole space, or a certain subset of it, a 7421: 6634: 6551: 6520: 6413: 6393: 6383: 6239: 6234: 6174: 6071: 6044: 5955: 5945: 5938: 5912: 5795: 5727: 5707: 5662: 5625: 5613: 5570: 5558: 5484: 5472: 5415: 5371: 5353: 5296: 5253: 5241: 5146: 5134: 5067: 4634: 3950:
constant and independent of any spin configuration). The partition function becomes
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One can then extend by countable additivity to the full σ-algebra. This measure is a
2531: 106: 98: 51:, and that it has a rich mathematical formulation that has been studied extensively. 7226: 6877: 5676: 5427: 5269:"Simulation of biological cell sorting using a two-dimensional extended Potts model" 7441: 7328: 7211: 7087: 6824: 6581: 6556: 6505: 6356: 6309: 6066: 5787: 5699: 5654: 5605: 5550: 5464: 5405: 5361: 5345: 5288: 5233: 5181: 5126: 5087: 4377: 2805: 1703: 1657: 1458: 48: 6433: 6116: 5349: 5161: 3463:{\displaystyle Z_{n}(V)=\sum _{s_{0},\ldots ,s_{n}\in Q}\exp(-\beta H_{n}(C_{0}))} 7406: 7306: 7291: 7052: 6986: 6664: 6608: 6591: 6336: 6111: 6106: 6034: 6029: 5996: 5923: 5658: 2809: 730: 167: 163: 102: 7221: 6453: 5554: 5292: 5237: 4545:{\displaystyle M_{\sigma \sigma '}=\exp \left(\beta J_{p}\sigma \sigma '\right)} 141:, has been used to simulate static and kinetic phenomena in foam and biological 7411: 7376: 7296: 6902: 6649: 6566: 6535: 6530: 6510: 6500: 6443: 6418: 6398: 6363: 6331: 6314: 6159: 5875: 4056:
If all states are allowed, that is, the underlying set of states is given by a
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Alternatively, instead of FK clusters, the model can be formulated in terms of
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standard Potts model is equivalent to the three-state vector Potts model, with
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lattice, but is often generalized to other dimensions and lattice structures.
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The simplest model is the model where there is no interaction at all, and so
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Duminil-Copin, Hugo; Sidoravicius, Vladas; Tassion, Vincent (2017-01-01).
3711:{\displaystyle \mu (C_{k})={\frac {1}{Z_{n}(V)}}\exp(-\beta H_{n}(C_{k}))} 1737:, and led to the rigorous proof of the critical temperature of the model. 1133:{\displaystyle H=\sum _{i<j}J_{ij}(s_{i},s_{j})+\sum _{i}h_{i}(s_{i}),} 39:. By studying the Potts model, one may gain insight into the behaviour of 7416: 6951: 6935: 6930: 6925: 6915: 6718: 6654: 6618: 6378: 6269: 5968: 4630: 4555:
with the index σ, σâ€Č ∈ {−1, 1}. The partition function is then given by
4389: 4267: 3497: 2539: 2535: 943:. This generalized Potts model consists of 'spins' that each may take on 803: 40: 28: 5825: 5719: 4625:
The goal of solving a model such as the Potts model is to give an exact
1813:, the relation amounts to transforming the sum over spin configurations 7426: 6966: 6910: 6794: 6747:
Generalized autoregressive conditional heteroskedasticity (GARCH) model
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the Hamiltonian, but is used to build it. The argument to the function
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This potential can be captured in a 2 × 2 matrix with matrix elements
4046:{\displaystyle Z_{n}(c)=e^{-c\beta }\sum _{s_{0},\ldots ,s_{n}\in Q}1} 6920: 6024: 5649: 5585: 5537: 5041: 3915:
which will show up as the logarithm of the leading eigenvalue of the
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properties when fixing opposite boundaries in two different states .
59: 3905:{\displaystyle P(V)=\lim _{n\to \infty }{\frac {1}{n}}\log Z_{n}(V)} 3725:; it gives the likelihood of a given configuration occurring in the 3274:
limit of this function is the Hamiltonian of the system; for finite
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can be an arbitrary complex number, rather than a natural integer.
561: 166:; the lattice is usually taken to be a two-dimensional rectangular 82: 5759: 1921:{\displaystyle \omega ={\Big \{}(i,j){\Big |}s_{i}=s_{j}{\Big \}}} 113:. Generalizations of the Potts model have also been used to model 6093: 3143:
just picked out two spins out of the infinite string: the values
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Mathematical Proceedings of the Cambridge Philosophical Society
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will describe a next-nearest neighbor interaction. A function
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The one dimensional Potts model may be expressed in terms of a
1713:. Understanding this relationship has helped develop efficient 670:{\displaystyle H_{p}=-J_{p}\sum _{(i,j)}\delta (s_{i},s_{j})\,} 194: 5780:
IEEE Transactions on Pattern Analysis and Machine Intelligence
5689: 4996:. There are fast algorithms for the exact minimization of the 2978:+1 spins match up exactly to a given, specific set of values Ο 5162:"Statistics of Two-Dimensional Lattices with Four Components" 2719:
be the set of all bi-infinite strings of values from the set
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are the connected components of the union of closed segments
1461:. For example, for the standard ferromagnetic Potts model in 122: 16:
Model in statistical mechanics generalizing the Ising model
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Autoregressive conditional heteroskedasticity (ARCH) model
2314:. An advantage of the random cluster formulation is that 1697: 6255:
Independent and identically distributed random variables
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methods for numerical exploration of the model at small
1561:. The phase transition is continuous (second order) for 3123:
gives interaction energy between a set of spins; it is
1652:. Further use is found through the model's relation to 66:. The four-state Potts model is sometimes known as the 6732:
Autoregressive integrated moving average (ARIMA) model
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forces piecewise constant solutions and the data term
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specifying which neighboring spin values are allowed.
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Originally, Domb suggested that the spin takes one of
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for the partition function and an expression for the
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The interaction between the spins is then given by a
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with the sum running over the nearest neighbor pairs
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Boykov, Y.; Veksler, O.; Zabih, R. (November 2001).
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Beffara, Vincent; Duminil-Copin, Hugo (2012-08-01).
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The Potts model has a close relation to the Fortuin-
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being the cylinder sets defined above. Here, ÎČ = 1/
2086:This leads to rewriting the partition function as 1014:(with no particular ordering). The Hamiltonian is, 5773: 5267:Graner, François; Glazier, James A. (1992-09-28). 4976: 4932: 4893: 4607: 4544: 4460: 4388:The simplest case of the interacting model is the 4353: 4255: 4126: 4045: 3904: 3811: 3710: 3462: 3256: 3087: 2963: 2793: 2708: 2565: 2507: 2326: 2306: 2236: 2169: 2075: 1920: 1838: 1805: 1729: 1682: 1644: 1611: 1585: 1553: 1502: 1476: 1432: 1346: 1326: 1306: 1270: 1245: 1225: 1205: 1185: 1132: 1006: 955: 923: 870: 844: 794: 765: 721: 669: 552: 526: 486: 459: 424: 302: 243: 193:possible values , distributed uniformly about the 185: 5747:Advances in Neural Information Processing Systems 5692:Journal of Computational and Graphical Statistics 5313: 5107:"Some generalized order-disorder transformations" 3285: 1913: 1883: 1861: 1806:{\displaystyle Z_{p}=\sum _{\{s_{i}\}}e^{-H_{p}}} 93:. The infinite-range Potts model is known as the 7472: 6614:Stochastic chains with memory of variable length 5817:Haggard, Gary; Pearce, David J.; Royle, Gordon. 5740: 4141:. The partition function may then be written as 3852: 2521: 1484:, a phase transition exists for all real values 244:{\displaystyle \theta _{s}={\frac {2\pi s}{q}},} 5586:"Interfacial adsorption in planar potts models" 2974:that is, the set of all possible strings where 2307:{\displaystyle p={\frac {v}{1+v}}=1-e^{-J_{p}}} 129:. A further generalization of these methods by 5816: 5201: 4653: 1664:found in combinatorics. For integer values of 78:, who considered an equivalent model in 1943. 62:", which was suggested to him by his advisor, 6203: 5841: 5741:KrĂ€henbĂŒhl, Philipp; Koltun, Vladlen (2011). 5266: 4461:{\displaystyle V(\sigma )=-J_{p}s_{0}s_{1}\,} 4060:, then the sum may be trivially evaluated as 5584:Selke, Walter; Huse, David A. (1983-06-01). 5202:Shimagaki, Kai; Weigt, Martin (2019-09-19). 5159: 4960: 4947: 4921: 4911: 4824: 4786: 4763: 4750: 4738: 4728: 4348: 4305: 4127:{\displaystyle Z_{n}(c)=e^{-c\beta }q^{n+1}} 2958: 2873: 2703: 2603: 1833: 1820: 1778: 1765: 1001: 983: 454: 442: 364: 352: 97:. When the spins are taken to interact in a 5522: 4608:{\displaystyle Z_{n}(V)={\mbox{Tr}}\,M^{n}} 3088:{\displaystyle V(s)=-J\delta (s_{0},s_{1})} 1554:{\displaystyle \beta J=\log(1+{\sqrt {q}})} 6742:Autoregressive–moving-average (ARMA) model 6210: 6196: 5848: 5834: 5590:Zeitschrift fĂŒr Physik B: Condensed Matter 3822:Another important related quantity is the 2688: 934: 924:{\displaystyle J_{p}=-{\frac {3}{2}}J_{c}} 802:standard Potts model is equivalent to the 5855: 5758: 5648: 5583: 5536: 5518: 5516: 5504: 5458: 5409: 5365: 5331: 5219: 4594: 4457: 4291: 4270:or count of a set, and Fix is the set of 4201: 3812:{\displaystyle A_{n}(V)=-kT\log Z_{n}(V)} 3022:continuous function will do; for example 1433:{\displaystyle J_{ij}(k,k')=J_{ji}(k',k)} 806:and the 2-state vector Potts model, with 666: 6217: 2538:used combinatorial methods to solve the 2237:{\displaystyle \cup _{(i,j)\in \omega }} 1740:At the level of the partition function 1007:{\displaystyle s_{i}\in \{1,\dots ,q\}} 567: 7473: 7048:Doob's martingale convergence theorems 5513: 5447:Communications in Mathematical Physics 3922: 2578:} be a finite set of symbols, and let 1698:Relation with the random cluster model 1447: 6800:Constant elasticity of variance (CEV) 6790:Chan–Karolyi–Longstaff–Sanders (CKLS) 6191: 5829: 5638: 5398:Probability Theory and Related Fields 5160:Ashkin, J.; Teller, E. (1943-09-01). 5104: 2998: 153: 5387: 5385: 5197: 5195: 4383: 2794:{\displaystyle \tau (s)_{k}=s_{k+1}} 1846:into a sum over edge configurations 1593:and discontinuous (first order) for 1452: 722:{\displaystyle \delta (s_{i},s_{j})} 101:manner, the model is related to the 460:{\displaystyle \langle i,j\rangle } 13: 7287:Skorokhod's representation theorem 7068:Law of large numbers (weak/strong) 5065: 4914: 4783: 4731: 4670:from the noisy observation vector 3862: 2689: 2148: 2124: 572:What is now known as the standard 547: 14: 7507: 7257:Martingale representation theorem 5810: 5382: 5192: 4984:couples the minimizing candidate 3278:, these are sometimes called the 7302:Stochastic differential equation 7192:Doob's optional stopping theorem 7187:Doob–Meyer decomposition theorem 5884: 5022:Critical three-state Potts model 4933:{\displaystyle \|\nabla u\|_{0}} 4320: 4274:of the iterated shift function: 2888: 2699: 2594: 125:, and statistical properties of 7172:Convergence of random variables 7058:Fisher–Tippett–Gnedenko theorem 5767: 5734: 5683: 5632: 5577: 4977:{\displaystyle \|u-f\|_{p}^{p}} 4648: 3290:The corresponding finite-state 2566:Topology of the space of states 2037: 2031: 43:and certain other phenomena of 6770:Binomial options pricing model 5491: 5434: 5307: 5260: 5153: 5098: 5059: 4881: 4852: 4719: 4713: 4581: 4575: 4418: 4412: 4213: 4190: 4167: 4161: 4086: 4080: 3976: 3970: 3899: 3893: 3859: 3845: 3839: 3806: 3800: 3769: 3763: 3705: 3702: 3699: 3654: 3641: 3622: 3610: 3604: 3582: 3579: 3534: 3521: 3457: 3454: 3451: 3406: 3393: 3374: 3320: 3314: 3286:Partition function and measure 3251: 3235: 3205: 3199: 3082: 3056: 3041: 3035: 2867: 2835: 2763: 2756: 2666: 2612: 2496: 2470: 2444: 2441: 2415: 2403: 2395: 2369: 2231: 2219: 2208: 2196: 2162: 2156: 2138: 2132: 2028: 2002: 1982: 1956: 1878: 1866: 1548: 1532: 1427: 1410: 1391: 1374: 1314:is the energetic cost of spin 1301: 1295: 1193:is the energetic cost of spin 1180: 1163: 1124: 1111: 1085: 1059: 716: 690: 663: 637: 629: 617: 544: 1: 7237:Kolmogorov continuity theorem 7073:Law of the iterated logarithm 5641:Surveys in Combinatorics 2005 5350:10.1016/j.physrep.2019.03.001 5105:Potts, R. B. (January 1952). 5052: 2522:Measure-theoretic description 1586:{\displaystyle 1\leq q\leq 4} 1510:, with the critical point at 1442:Sherrington-Kirkpatrick model 845:{\displaystyle J_{p}=-2J_{c}} 303:{\displaystyle s=0,1,...,q-1} 148: 7242:Kolmogorov extension theorem 6921:Generalized queueing network 6429:Interacting particle systems 5871:Principle of maximum entropy 5659:10.1017/CBO9780511734885.009 3157:. In general, the function 1186:{\displaystyle J_{ij}(k,k')} 733:, which equals one whenever 553:{\displaystyle q\to \infty } 467:over all lattice sites, and 158:The Potts model consists of 31:, is a model of interacting 7: 6374:Continuous-time random walk 5555:10.1103/PhysRevE.101.060105 5293:10.1103/PhysRevLett.69.2013 5238:10.1103/PhysRevE.100.032128 5010: 4654:Signal and image processing 1440:. This model resembles the 766:{\displaystyle s_{i}=s_{j}} 105:, which is used to discuss 10: 7512: 7382:Extreme value theory (EVT) 7182:Doob decomposition theorem 6474:Ornstein–Uhlenbeck process 6245:Chinese restaurant process 5895:Statistical thermodynamics 5753:. Curran Associates, Inc. 5032:Square-lattice Ising model 2812:for this topology are the 27:, a generalization of the 7450: 7354: 7262:Optional stopping theorem 7159: 7121: 7063:Large deviation principle 7030: 6944: 6901: 6868: 6815:Heath–Jarrow–Morton (HJM) 6760: 6752:Moving-average (MA) model 6737:Autoregressive (AR) model 6717: 6627: 6562:Hidden Markov model (HMM) 6544: 6496:Schramm–Loewner evolution 6300: 6225: 6130: 6092: 6057: 6012: 5954: 5893: 5882: 5863: 5469:10.1007/s00220-016-2759-8 5411:10.1007/s00440-011-0353-8 5131:10.1017/S0305004100027419 5092:10.1103/RevModPhys.54.235 5072:Reviews of Modern Physics 3280:finite state Hamiltonians 1839:{\displaystyle \{s_{i}\}} 310:and that the interaction 54:The model is named after 7177:DolĂ©ans-Dade exponential 7007:Progressively measurable 6805:Cox–Ingersoll–Ross (CIR) 6155:Condensed matter physics 6138:Statistical field theory 5704:10.1198/106186008X285591 5066:Wu, F. Y. (1982-01-01). 2546:, behind this solution. 1715:Markov chain Monte Carlo 1307:{\displaystyle h_{i}(k)} 941:direct coupling analysis 7486:Exactly solvable models 7397:Mathematical statistics 7387:Large deviations theory 7217:Infinitesimal generator 7078:Maximal ergodic theorem 6997:Piecewise-deterministic 6599:Random dynamical system 6464:Markov additive process 6013:Mathematical approaches 6002:Lennard-Jones potential 5918:thermodynamic potential 5273:Physical Review Letters 4693:), which is defined by 4622:is a bit more complex. 4139:subshift of finite type 2804:This set has a natural 2729:subshift of finite type 2723:. This set is called a 2528:subshift of finite type 1683:{\displaystyle q\geq 3} 1645:{\displaystyle q\leq 4} 1503:{\displaystyle q\geq 1} 935:Generalized Potts model 7232:Karhunen–LoĂšve theorem 7167:Cameron–Martin formula 7131:Burkholder–Davis–Gundy 6526:Variance gamma process 6049:conformal field theory 5186:10.1103/PhysRev.64.178 4978: 4934: 4895: 4850: 4627:closed-form expression 4609: 4546: 4462: 4355: 4257: 4128: 4047: 3906: 3813: 3712: 3464: 3258: 3231: 3089: 2965: 2795: 2710: 2509: 2341:, using the identity 2328: 2308: 2238: 2171: 2077: 1922: 1840: 1807: 1731: 1684: 1646: 1613: 1612:{\displaystyle q>4} 1587: 1555: 1504: 1478: 1434: 1348: 1328: 1308: 1272: 1247: 1227: 1207: 1187: 1134: 1008: 957: 925: 872: 846: 796: 767: 723: 671: 554: 528: 488: 461: 426: 304: 245: 187: 111:quantum chromodynamics 7491:Statistical mechanics 7362:Actuarial mathematics 7324:Uniform integrability 7319:Stratonovich integral 7247:LĂ©vy–Prokhorov metric 7151:Marcinkiewicz–Zygmund 7038:Central limit theorem 6640:Gaussian random field 6469:McKean–Vlasov process 6389:Dyson Brownian motion 6250:Galton–Watson process 5964:Ferromagnetism models 5857:Statistical mechanics 4979: 4935: 4896: 4830: 4610: 4547: 4463: 4356: 4258: 4129: 4048: 3907: 3814: 3741:Helmholtz free energy 3713: 3465: 3259: 3211: 3090: 2966: 2796: 2711: 2510: 2329: 2309: 2239: 2172: 2078: 1923: 1841: 1808: 1732: 1711:statistical mechanics 1685: 1662:chromatic polynomials 1647: 1614: 1588: 1556: 1505: 1479: 1435: 1349: 1329: 1309: 1273: 1248: 1228: 1208: 1188: 1135: 1009: 958: 926: 873: 847: 797: 768: 724: 672: 555: 529: 527:{\displaystyle q=3,4} 489: 487:{\displaystyle J_{c}} 462: 427: 305: 246: 188: 162:that are placed on a 21:statistical mechanics 7437:Time series analysis 7392:Mathematical finance 7277:Reflection principle 6604:Regenerative process 6404:Fleming–Viot process 6219:Stochastic processes 5643:. pp. 173–226. 5047:Cellular Potts model 5017:Random cluster model 4944: 4908: 4700: 4562: 4478: 4406: 4281: 4148: 4067: 3957: 3833: 3824:topological pressure 3750: 3515: 3301: 3186: 3164:Define the function 3029: 2822: 2750: 2585: 2348: 2318: 2248: 2188: 2093: 1935: 1850: 1817: 1744: 1721: 1707:random cluster model 1668: 1630: 1597: 1565: 1514: 1488: 1465: 1358: 1338: 1318: 1282: 1257: 1237: 1217: 1197: 1147: 1021: 967: 947: 882: 856: 810: 780: 773:and zero otherwise. 737: 684: 583: 568:Standard Potts model 538: 506: 471: 439: 321: 258: 204: 177: 139:cellular Potts model 7432:Stochastic analysis 7272:Quadratic variation 7267:Prokhorov's theorem 7202:Feynman–Kac formula 6672:Markov random field 6320:Birth–death process 6143:elementary particle 5908:partition functions 5602:1983ZPhyB..50..113S 5547:2020PhRvE.101f0105L 5342:2019PhR...810....1M 5285:1992PhRvL..69.2013G 5230:2019PhRvE.100c2128S 5178:1943PhRv...64..178A 5123:1952PCPS...48..106P 5084:1982RvMP...54..235W 5004:-Potts functional. 4973: 4776: 4643:thermodynamic limit 3923:Free field solution 3727:configuration space 3723:probability measure 3005:continuous function 1709:, another model in 1448:Physical properties 871:{\displaystyle q=3} 795:{\displaystyle q=2} 560:, this becomes the 68:Ashkin–Teller model 45:solid-state physics 37:crystalline lattice 7402:Probability theory 7282:Skorokhod integral 7252:Malliavin calculus 6835:Korn-Kreer-Lenssen 6719:Time series models 6682:Pitman–Yor process 6170:information theory 6077:correlation length 6072:Critical exponents 6059:Critical phenomena 6040:stochastic process 6020:Boltzmann equation 5913:equations of state 5610:10.1007/BF01304093 5027:Chiral Potts model 4974: 4959: 4930: 4891: 4762: 4682:-Potts functional 4635:equilibrium states 4605: 4592: 4542: 4458: 4351: 4289: 4266:where card is the 4253: 4241: 4199: 4124: 4043: 4039: 3902: 3866: 3809: 3734:canonical ensemble 3708: 3490:Boltzmann constant 3460: 3367: 3292:partition function 3254: 3085: 3018:on this topology. 2999:Interaction energy 2961: 2791: 2706: 2532:transfer operators 2505: 2324: 2304: 2234: 2167: 2118: 2073: 1918: 1836: 1803: 1782: 1727: 1680: 1642: 1609: 1583: 1551: 1500: 1477:{\displaystyle 2d} 1474: 1430: 1344: 1324: 1304: 1271:{\displaystyle k'} 1268: 1243: 1223: 1203: 1183: 1130: 1100: 1045: 1004: 953: 921: 868: 842: 792: 763: 719: 667: 633: 550: 524: 496:vector Potts model 484: 457: 422: 368: 300: 241: 183: 154:Vector Potts model 7468: 7467: 7422:Signal processing 7141:Doob's upcrossing 7136:Doob's martingale 7100:Engelbert–Schmidt 7043:Donsker's theorem 6977:Feller-continuous 6845:Rendleman–Bartter 6635:Dirichlet process 6552:Branching process 6521:Telegraph process 6414:Geometric process 6394:Empirical process 6384:Diffusion process 6240:Branching process 6235:Bernoulli process 6185: 6184: 6175:Boltzmann machine 6045:mean-field theory 5946:Maxwell relations 5792:10.1109/34.969114 5786:(11): 1222–1239. 5525:Physical Review E 5279:(13): 2013–2016. 5208:Physical Review E 5068:"The Potts model" 4904:The jump penalty 4591: 4384:Interacting model 4288: 4240: 4198: 3998: 3919:of the solution. 3917:transfer operator 3875: 3851: 3614: 3326: 2501: 2327:{\displaystyle q} 2273: 2154: 2130: 2109: 2069: 2035: 1760: 1730:{\displaystyle q} 1656:problems and the 1546: 1459:phase transitions 1453:Phase transitions 1347:{\displaystyle k} 1327:{\displaystyle i} 1246:{\displaystyle j} 1226:{\displaystyle k} 1206:{\displaystyle i} 1091: 1030: 956:{\displaystyle q} 909: 612: 347: 236: 186:{\displaystyle q} 7503: 7442:Machine learning 7329:Usual hypotheses 7212:Girsanov theorem 7197:Dynkin's formula 6962:Continuous paths 6870:Actuarial models 6810:Garman–Kohlhagen 6780:Black–Karasinski 6775:Black–Derman–Toy 6762:Financial models 6628:Fields and other 6557:Gaussian process 6506:Sigma-martingale 6310:Additive process 6212: 6205: 6198: 6189: 6188: 6067:Phase transition 5888: 5887: 5850: 5843: 5836: 5827: 5826: 5822: 5804: 5803: 5771: 5765: 5764: 5762: 5738: 5732: 5731: 5687: 5681: 5680: 5652: 5636: 5630: 5629: 5581: 5575: 5574: 5540: 5520: 5511: 5510: 5508: 5495: 5489: 5488: 5462: 5438: 5432: 5431: 5413: 5389: 5380: 5379: 5369: 5335: 5311: 5305: 5304: 5264: 5258: 5257: 5223: 5199: 5190: 5189: 5172:(5–6): 178–184. 5157: 5151: 5150: 5102: 5096: 5095: 5063: 4983: 4981: 4980: 4975: 4972: 4967: 4939: 4937: 4936: 4931: 4929: 4928: 4900: 4898: 4897: 4892: 4890: 4889: 4884: 4878: 4877: 4865: 4864: 4855: 4849: 4844: 4823: 4822: 4804: 4803: 4775: 4770: 4746: 4745: 4712: 4711: 4637:in the limit of 4614: 4612: 4611: 4606: 4604: 4603: 4593: 4589: 4574: 4573: 4551: 4549: 4548: 4543: 4541: 4537: 4536: 4525: 4524: 4498: 4497: 4496: 4467: 4465: 4464: 4459: 4456: 4455: 4446: 4445: 4436: 4435: 4378:adjacency matrix 4360: 4358: 4357: 4352: 4338: 4337: 4325: 4324: 4323: 4301: 4300: 4290: 4286: 4262: 4260: 4259: 4254: 4252: 4251: 4242: 4238: 4235: 4234: 4216: 4211: 4210: 4200: 4196: 4193: 4188: 4187: 4160: 4159: 4133: 4131: 4130: 4125: 4123: 4122: 4107: 4106: 4079: 4078: 4052: 4050: 4049: 4044: 4038: 4031: 4030: 4012: 4011: 3997: 3996: 3969: 3968: 3911: 3909: 3908: 3903: 3892: 3891: 3876: 3868: 3865: 3818: 3816: 3815: 3810: 3799: 3798: 3762: 3761: 3717: 3715: 3714: 3709: 3698: 3697: 3679: 3678: 3666: 3665: 3653: 3652: 3640: 3639: 3615: 3613: 3603: 3602: 3589: 3578: 3577: 3559: 3558: 3546: 3545: 3533: 3532: 3469: 3467: 3466: 3461: 3450: 3449: 3431: 3430: 3418: 3417: 3405: 3404: 3392: 3391: 3366: 3359: 3358: 3340: 3339: 3313: 3312: 3273: 3263: 3261: 3260: 3255: 3247: 3246: 3230: 3225: 3198: 3197: 3094: 3092: 3091: 3086: 3081: 3080: 3068: 3067: 2970: 2968: 2967: 2962: 2957: 2956: 2944: 2943: 2919: 2918: 2906: 2905: 2893: 2892: 2891: 2866: 2865: 2847: 2846: 2834: 2833: 2806:product topology 2800: 2798: 2797: 2792: 2790: 2789: 2771: 2770: 2715: 2713: 2712: 2707: 2702: 2681: 2680: 2659: 2658: 2646: 2645: 2633: 2632: 2599: 2598: 2597: 2556:Heisenberg model 2514: 2512: 2511: 2506: 2499: 2495: 2494: 2482: 2481: 2466: 2465: 2464: 2463: 2440: 2439: 2427: 2426: 2399: 2398: 2394: 2393: 2381: 2380: 2365: 2364: 2333: 2331: 2330: 2325: 2313: 2311: 2310: 2305: 2303: 2302: 2301: 2300: 2274: 2272: 2258: 2243: 2241: 2240: 2235: 2218: 2217: 2176: 2174: 2173: 2168: 2166: 2165: 2155: 2152: 2142: 2141: 2131: 2128: 2117: 2105: 2104: 2082: 2080: 2079: 2074: 2067: 2060: 2059: 2058: 2057: 2036: 2034: with  2033: 2027: 2026: 2014: 2013: 1986: 1985: 1981: 1980: 1968: 1967: 1952: 1951: 1927: 1925: 1924: 1919: 1917: 1916: 1910: 1909: 1897: 1896: 1887: 1886: 1865: 1864: 1845: 1843: 1842: 1837: 1832: 1831: 1812: 1810: 1809: 1804: 1802: 1801: 1800: 1799: 1781: 1777: 1776: 1756: 1755: 1736: 1734: 1733: 1728: 1689: 1687: 1686: 1681: 1651: 1649: 1648: 1643: 1618: 1616: 1615: 1610: 1592: 1590: 1589: 1584: 1560: 1558: 1557: 1552: 1547: 1542: 1509: 1507: 1506: 1501: 1483: 1481: 1480: 1475: 1439: 1437: 1436: 1431: 1420: 1409: 1408: 1390: 1373: 1372: 1353: 1351: 1350: 1345: 1333: 1331: 1330: 1325: 1313: 1311: 1310: 1305: 1294: 1293: 1277: 1275: 1274: 1269: 1267: 1252: 1250: 1249: 1244: 1232: 1230: 1229: 1224: 1212: 1210: 1209: 1204: 1192: 1190: 1189: 1184: 1179: 1162: 1161: 1139: 1137: 1136: 1131: 1123: 1122: 1110: 1109: 1099: 1084: 1083: 1071: 1070: 1058: 1057: 1044: 1013: 1011: 1010: 1005: 979: 978: 962: 960: 959: 954: 930: 928: 927: 922: 920: 919: 910: 902: 894: 893: 877: 875: 874: 869: 851: 849: 848: 843: 841: 840: 822: 821: 801: 799: 798: 793: 772: 770: 769: 764: 762: 761: 749: 748: 728: 726: 725: 720: 715: 714: 702: 701: 676: 674: 673: 668: 662: 661: 649: 648: 632: 611: 610: 595: 594: 559: 557: 556: 551: 533: 531: 530: 525: 493: 491: 490: 485: 483: 482: 466: 464: 463: 458: 431: 429: 428: 423: 421: 417: 416: 415: 414: 413: 396: 395: 394: 393: 367: 346: 345: 333: 332: 309: 307: 306: 301: 250: 248: 247: 242: 237: 232: 221: 216: 215: 192: 190: 189: 184: 87:Heisenberg model 49:exactly solvable 7511: 7510: 7506: 7505: 7504: 7502: 7501: 7500: 7471: 7470: 7469: 7464: 7446: 7407:Queueing theory 7350: 7292:Skorokhod space 7155: 7146:Kunita–Watanabe 7117: 7083:Sanov's theorem 7053:Ergodic theorem 7026: 7022:Time-reversible 6940: 6903:Queueing models 6897: 6893:Sparre–Anderson 6883:CramĂ©r–Lundberg 6864: 6850:SABR volatility 6756: 6713: 6665:Boolean network 6623: 6609:Renewal process 6540: 6489:Non-homogeneous 6479:Poisson process 6369:Contact process 6332:Brownian motion 6302:Continuous time 6296: 6290:Maximal entropy 6221: 6216: 6186: 6181: 6126: 6088: 6053: 6035:BBGKY hierarchy 6030:Vlasov equation 6008: 5997:depletion force 5990:Particles with 5950: 5889: 5885: 5880: 5859: 5854: 5813: 5808: 5807: 5772: 5768: 5739: 5735: 5688: 5684: 5669: 5637: 5633: 5582: 5578: 5521: 5514: 5496: 5492: 5439: 5435: 5390: 5383: 5320:Physics Reports 5312: 5308: 5265: 5261: 5200: 5193: 5166:Physical Review 5158: 5154: 5103: 5099: 5064: 5060: 5055: 5013: 4968: 4963: 4945: 4942: 4941: 4924: 4920: 4909: 4906: 4905: 4885: 4880: 4879: 4873: 4869: 4860: 4856: 4851: 4845: 4834: 4812: 4808: 4799: 4795: 4771: 4766: 4741: 4737: 4707: 4703: 4701: 4698: 4697: 4688: 4656: 4651: 4599: 4595: 4587: 4569: 4565: 4563: 4560: 4559: 4529: 4520: 4516: 4512: 4508: 4489: 4485: 4481: 4479: 4476: 4475: 4451: 4447: 4441: 4437: 4431: 4427: 4407: 4404: 4403: 4397: 4386: 4333: 4329: 4319: 4318: 4314: 4296: 4292: 4284: 4282: 4279: 4278: 4247: 4243: 4236: 4224: 4220: 4212: 4206: 4202: 4194: 4189: 4177: 4173: 4155: 4151: 4149: 4146: 4145: 4112: 4108: 4096: 4092: 4074: 4070: 4068: 4065: 4064: 4026: 4022: 4007: 4003: 4002: 3986: 3982: 3964: 3960: 3958: 3955: 3954: 3940: 3925: 3887: 3883: 3867: 3855: 3834: 3831: 3830: 3794: 3790: 3757: 3753: 3751: 3748: 3747: 3693: 3689: 3674: 3670: 3661: 3657: 3648: 3644: 3635: 3631: 3598: 3594: 3593: 3588: 3573: 3569: 3554: 3550: 3541: 3537: 3528: 3524: 3516: 3513: 3512: 3479: 3445: 3441: 3426: 3422: 3413: 3409: 3400: 3396: 3387: 3383: 3354: 3350: 3335: 3331: 3330: 3308: 3304: 3302: 3299: 3298: 3288: 3268: 3242: 3238: 3226: 3215: 3193: 3189: 3187: 3184: 3183: 3169: 3156: 3149: 3118: 3111: 3104: 3076: 3072: 3063: 3059: 3030: 3027: 3026: 3001: 2987: 2981: 2952: 2948: 2933: 2929: 2914: 2910: 2901: 2897: 2887: 2886: 2882: 2861: 2857: 2842: 2838: 2829: 2825: 2823: 2820: 2819: 2779: 2775: 2766: 2762: 2751: 2748: 2747: 2698: 2676: 2672: 2654: 2650: 2641: 2637: 2625: 2621: 2593: 2592: 2588: 2586: 2583: 2582: 2568: 2524: 2490: 2486: 2477: 2473: 2459: 2455: 2454: 2450: 2435: 2431: 2422: 2418: 2389: 2385: 2376: 2372: 2360: 2356: 2355: 2351: 2349: 2346: 2345: 2319: 2316: 2315: 2296: 2292: 2288: 2284: 2262: 2257: 2249: 2246: 2245: 2195: 2191: 2189: 2186: 2185: 2151: 2147: 2143: 2127: 2123: 2119: 2113: 2100: 2096: 2094: 2091: 2090: 2053: 2049: 2048: 2044: 2032: 2022: 2018: 2009: 2005: 1976: 1972: 1963: 1959: 1947: 1943: 1942: 1938: 1936: 1933: 1932: 1912: 1911: 1905: 1901: 1892: 1888: 1882: 1881: 1860: 1859: 1851: 1848: 1847: 1827: 1823: 1818: 1815: 1814: 1795: 1791: 1787: 1783: 1772: 1768: 1764: 1751: 1747: 1745: 1742: 1741: 1722: 1719: 1718: 1700: 1669: 1666: 1665: 1631: 1628: 1627: 1624:BKT transitions 1598: 1595: 1594: 1566: 1563: 1562: 1541: 1515: 1512: 1511: 1489: 1486: 1485: 1466: 1463: 1462: 1455: 1450: 1413: 1401: 1397: 1383: 1365: 1361: 1359: 1356: 1355: 1339: 1336: 1335: 1334:being in state 1319: 1316: 1315: 1289: 1285: 1283: 1280: 1279: 1260: 1258: 1255: 1254: 1238: 1235: 1234: 1218: 1215: 1214: 1213:being in state 1198: 1195: 1194: 1172: 1154: 1150: 1148: 1145: 1144: 1118: 1114: 1105: 1101: 1095: 1079: 1075: 1066: 1062: 1050: 1046: 1034: 1022: 1019: 1018: 974: 970: 968: 965: 964: 948: 945: 944: 937: 915: 911: 901: 889: 885: 883: 880: 879: 857: 854: 853: 836: 832: 817: 813: 811: 808: 807: 781: 778: 777: 757: 753: 744: 740: 738: 735: 734: 731:Kronecker delta 710: 706: 697: 693: 685: 682: 681: 657: 653: 644: 640: 616: 606: 602: 590: 586: 584: 581: 580: 570: 539: 536: 535: 534:. In the limit 507: 504: 503: 478: 474: 472: 469: 468: 440: 437: 436: 409: 405: 404: 400: 389: 385: 384: 380: 379: 375: 351: 341: 337: 328: 324: 322: 319: 318: 259: 256: 255: 222: 220: 211: 207: 205: 202: 201: 178: 175: 174: 156: 151: 137:, known as the 135:Francois Graner 103:flux tube model 17: 12: 11: 5: 7509: 7499: 7498: 7496:Lattice models 7493: 7488: 7483: 7466: 7465: 7463: 7462: 7457: 7455:List of topics 7451: 7448: 7447: 7445: 7444: 7439: 7434: 7429: 7424: 7419: 7414: 7412:Renewal theory 7409: 7404: 7399: 7394: 7389: 7384: 7379: 7377:Ergodic theory 7374: 7369: 7367:Control theory 7364: 7358: 7356: 7352: 7351: 7349: 7348: 7347: 7346: 7341: 7331: 7326: 7321: 7316: 7311: 7310: 7309: 7299: 7297:Snell envelope 7294: 7289: 7284: 7279: 7274: 7269: 7264: 7259: 7254: 7249: 7244: 7239: 7234: 7229: 7224: 7219: 7214: 7209: 7204: 7199: 7194: 7189: 7184: 7179: 7174: 7169: 7163: 7161: 7157: 7156: 7154: 7153: 7148: 7143: 7138: 7133: 7127: 7125: 7119: 7118: 7116: 7115: 7096:Borel–Cantelli 7085: 7080: 7075: 7070: 7065: 7060: 7055: 7050: 7045: 7040: 7034: 7032: 7031:Limit theorems 7028: 7027: 7025: 7024: 7019: 7014: 7009: 7004: 6999: 6994: 6989: 6984: 6979: 6974: 6969: 6964: 6959: 6954: 6948: 6946: 6942: 6941: 6939: 6938: 6933: 6928: 6923: 6918: 6913: 6907: 6905: 6899: 6898: 6896: 6895: 6890: 6885: 6880: 6874: 6872: 6866: 6865: 6863: 6862: 6857: 6852: 6847: 6842: 6837: 6832: 6827: 6822: 6817: 6812: 6807: 6802: 6797: 6792: 6787: 6782: 6777: 6772: 6766: 6764: 6758: 6757: 6755: 6754: 6749: 6744: 6739: 6734: 6729: 6723: 6721: 6715: 6714: 6712: 6711: 6706: 6701: 6700: 6699: 6694: 6684: 6679: 6674: 6669: 6668: 6667: 6662: 6652: 6650:Hopfield model 6647: 6642: 6637: 6631: 6629: 6625: 6624: 6622: 6621: 6616: 6611: 6606: 6601: 6596: 6595: 6594: 6589: 6584: 6579: 6569: 6567:Markov process 6564: 6559: 6554: 6548: 6546: 6542: 6541: 6539: 6538: 6536:Wiener sausage 6533: 6531:Wiener process 6528: 6523: 6518: 6513: 6511:Stable process 6508: 6503: 6501:Semimartingale 6498: 6493: 6492: 6491: 6486: 6476: 6471: 6466: 6461: 6456: 6451: 6446: 6444:Jump diffusion 6441: 6436: 6431: 6426: 6421: 6419:Hawkes process 6416: 6411: 6406: 6401: 6399:Feller process 6396: 6391: 6386: 6381: 6376: 6371: 6366: 6364:Cauchy process 6361: 6360: 6359: 6354: 6349: 6344: 6339: 6329: 6328: 6327: 6317: 6315:Bessel process 6312: 6306: 6304: 6298: 6297: 6295: 6294: 6293: 6292: 6287: 6282: 6277: 6267: 6262: 6257: 6252: 6247: 6242: 6237: 6231: 6229: 6223: 6222: 6215: 6214: 6207: 6200: 6192: 6183: 6182: 6180: 6179: 6178: 6177: 6172: 6167: 6160:Complex system 6157: 6152: 6151: 6150: 6145: 6134: 6132: 6128: 6127: 6125: 6124: 6119: 6114: 6109: 6104: 6098: 6096: 6090: 6089: 6087: 6086: 6085: 6084: 6079: 6069: 6063: 6061: 6055: 6054: 6052: 6051: 6042: 6037: 6032: 6027: 6022: 6016: 6014: 6010: 6009: 6007: 6006: 6005: 6004: 5999: 5988: 5987: 5986: 5981: 5976: 5971: 5960: 5958: 5952: 5951: 5949: 5948: 5943: 5942: 5941: 5936: 5931: 5926: 5915: 5910: 5905: 5899: 5897: 5891: 5890: 5883: 5881: 5879: 5878: 5876:ergodic theory 5873: 5867: 5865: 5861: 5860: 5853: 5852: 5845: 5838: 5830: 5824: 5823: 5812: 5811:External links 5809: 5806: 5805: 5766: 5733: 5698:(1): 201–224. 5682: 5667: 5631: 5596:(2): 113–116. 5576: 5512: 5490: 5433: 5404:(3): 511–542. 5381: 5306: 5259: 5191: 5152: 5117:(1): 106–109. 5097: 5078:(1): 235–268. 5057: 5056: 5054: 5051: 5050: 5049: 5044: 5039: 5037:Minimal models 5034: 5029: 5024: 5019: 5012: 5009: 4971: 4966: 4962: 4958: 4955: 4952: 4949: 4927: 4923: 4919: 4916: 4913: 4902: 4901: 4888: 4883: 4876: 4872: 4868: 4863: 4859: 4854: 4848: 4843: 4840: 4837: 4833: 4829: 4826: 4821: 4818: 4815: 4811: 4807: 4802: 4798: 4794: 4791: 4788: 4785: 4782: 4779: 4774: 4769: 4765: 4761: 4758: 4755: 4752: 4749: 4744: 4740: 4736: 4733: 4730: 4727: 4724: 4721: 4718: 4715: 4710: 4706: 4686: 4655: 4652: 4650: 4647: 4616: 4615: 4602: 4598: 4586: 4583: 4580: 4577: 4572: 4568: 4553: 4552: 4540: 4535: 4532: 4528: 4523: 4519: 4515: 4511: 4507: 4504: 4501: 4495: 4492: 4488: 4484: 4469: 4468: 4454: 4450: 4444: 4440: 4434: 4430: 4426: 4423: 4420: 4417: 4414: 4411: 4395: 4385: 4382: 4362: 4361: 4350: 4347: 4344: 4341: 4336: 4332: 4328: 4322: 4317: 4313: 4310: 4307: 4304: 4299: 4295: 4264: 4263: 4250: 4246: 4233: 4230: 4227: 4223: 4219: 4215: 4209: 4205: 4192: 4186: 4183: 4180: 4176: 4172: 4169: 4166: 4163: 4158: 4154: 4135: 4134: 4121: 4118: 4115: 4111: 4105: 4102: 4099: 4095: 4091: 4088: 4085: 4082: 4077: 4073: 4054: 4053: 4042: 4037: 4034: 4029: 4025: 4021: 4018: 4015: 4010: 4006: 4001: 3995: 3992: 3989: 3985: 3981: 3978: 3975: 3972: 3967: 3963: 3938: 3924: 3921: 3913: 3912: 3901: 3898: 3895: 3890: 3886: 3882: 3879: 3874: 3871: 3864: 3861: 3858: 3854: 3850: 3847: 3844: 3841: 3838: 3820: 3819: 3808: 3805: 3802: 3797: 3793: 3789: 3786: 3783: 3780: 3777: 3774: 3771: 3768: 3765: 3760: 3756: 3719: 3718: 3707: 3704: 3701: 3696: 3692: 3688: 3685: 3682: 3677: 3673: 3669: 3664: 3660: 3656: 3651: 3647: 3643: 3638: 3634: 3630: 3627: 3624: 3621: 3618: 3612: 3609: 3606: 3601: 3597: 3592: 3587: 3584: 3581: 3576: 3572: 3568: 3565: 3562: 3557: 3553: 3549: 3544: 3540: 3536: 3531: 3527: 3523: 3520: 3477: 3471: 3470: 3459: 3456: 3453: 3448: 3444: 3440: 3437: 3434: 3429: 3425: 3421: 3416: 3412: 3408: 3403: 3399: 3395: 3390: 3386: 3382: 3379: 3376: 3373: 3370: 3365: 3362: 3357: 3353: 3349: 3346: 3343: 3338: 3334: 3329: 3325: 3322: 3319: 3316: 3311: 3307: 3287: 3284: 3265: 3264: 3253: 3250: 3245: 3241: 3237: 3234: 3229: 3224: 3221: 3218: 3214: 3210: 3207: 3204: 3201: 3196: 3192: 3167: 3154: 3147: 3131:is an element 3116: 3109: 3102: 3096: 3095: 3084: 3079: 3075: 3071: 3066: 3062: 3058: 3055: 3052: 3049: 3046: 3043: 3040: 3037: 3034: 3000: 2997: 2983: 2979: 2972: 2971: 2960: 2955: 2951: 2947: 2942: 2939: 2936: 2932: 2928: 2925: 2922: 2917: 2913: 2909: 2904: 2900: 2896: 2890: 2885: 2881: 2878: 2875: 2872: 2869: 2864: 2860: 2856: 2853: 2850: 2845: 2841: 2837: 2832: 2828: 2802: 2801: 2788: 2785: 2782: 2778: 2774: 2769: 2765: 2761: 2758: 2755: 2733:shift operator 2717: 2716: 2705: 2701: 2697: 2694: 2691: 2687: 2684: 2679: 2675: 2671: 2668: 2665: 2662: 2657: 2653: 2649: 2644: 2640: 2636: 2631: 2628: 2624: 2620: 2617: 2614: 2611: 2608: 2605: 2602: 2596: 2591: 2567: 2564: 2560:N-vector model 2544:measure theory 2523: 2520: 2516: 2515: 2504: 2498: 2493: 2489: 2485: 2480: 2476: 2472: 2469: 2462: 2458: 2453: 2449: 2446: 2443: 2438: 2434: 2430: 2425: 2421: 2417: 2414: 2411: 2408: 2405: 2402: 2397: 2392: 2388: 2384: 2379: 2375: 2371: 2368: 2363: 2359: 2354: 2323: 2299: 2295: 2291: 2287: 2283: 2280: 2277: 2271: 2268: 2265: 2261: 2256: 2253: 2233: 2230: 2227: 2224: 2221: 2216: 2213: 2210: 2207: 2204: 2201: 2198: 2194: 2178: 2177: 2164: 2161: 2158: 2150: 2146: 2140: 2137: 2134: 2126: 2122: 2116: 2112: 2108: 2103: 2099: 2084: 2083: 2072: 2066: 2063: 2056: 2052: 2047: 2043: 2040: 2030: 2025: 2021: 2017: 2012: 2008: 2004: 2001: 1998: 1995: 1992: 1989: 1984: 1979: 1975: 1971: 1966: 1962: 1958: 1955: 1950: 1946: 1941: 1915: 1908: 1904: 1900: 1895: 1891: 1885: 1880: 1877: 1874: 1871: 1868: 1863: 1858: 1855: 1835: 1830: 1826: 1822: 1798: 1794: 1790: 1786: 1780: 1775: 1771: 1767: 1763: 1759: 1754: 1750: 1726: 1699: 1696: 1679: 1676: 1673: 1641: 1638: 1635: 1608: 1605: 1602: 1582: 1579: 1576: 1573: 1570: 1550: 1545: 1540: 1537: 1534: 1531: 1528: 1525: 1522: 1519: 1499: 1496: 1493: 1473: 1470: 1454: 1451: 1449: 1446: 1429: 1426: 1423: 1419: 1416: 1412: 1407: 1404: 1400: 1396: 1393: 1389: 1386: 1382: 1379: 1376: 1371: 1368: 1364: 1343: 1323: 1303: 1300: 1297: 1292: 1288: 1266: 1263: 1242: 1222: 1202: 1182: 1178: 1175: 1171: 1168: 1165: 1160: 1157: 1153: 1141: 1140: 1129: 1126: 1121: 1117: 1113: 1108: 1104: 1098: 1094: 1090: 1087: 1082: 1078: 1074: 1069: 1065: 1061: 1056: 1053: 1049: 1043: 1040: 1037: 1033: 1029: 1026: 1003: 1000: 997: 994: 991: 988: 985: 982: 977: 973: 952: 936: 933: 918: 914: 908: 905: 900: 897: 892: 888: 867: 864: 861: 839: 835: 831: 828: 825: 820: 816: 791: 788: 785: 760: 756: 752: 747: 743: 718: 713: 709: 705: 700: 696: 692: 689: 678: 677: 665: 660: 656: 652: 647: 643: 639: 636: 631: 628: 625: 622: 619: 615: 609: 605: 601: 598: 593: 589: 569: 566: 549: 546: 543: 523: 520: 517: 514: 511: 481: 477: 456: 453: 450: 447: 444: 433: 432: 420: 412: 408: 403: 399: 392: 388: 383: 378: 374: 371: 366: 363: 360: 357: 354: 350: 344: 340: 336: 331: 327: 299: 296: 293: 290: 287: 284: 281: 278: 275: 272: 269: 266: 263: 252: 251: 240: 235: 231: 228: 225: 219: 214: 210: 182: 155: 152: 150: 147: 91:N-vector model 15: 9: 6: 4: 3: 2: 7508: 7497: 7494: 7492: 7489: 7487: 7484: 7482: 7479: 7478: 7476: 7461: 7458: 7456: 7453: 7452: 7449: 7443: 7440: 7438: 7435: 7433: 7430: 7428: 7425: 7423: 7420: 7418: 7415: 7413: 7410: 7408: 7405: 7403: 7400: 7398: 7395: 7393: 7390: 7388: 7385: 7383: 7380: 7378: 7375: 7373: 7370: 7368: 7365: 7363: 7360: 7359: 7357: 7353: 7345: 7342: 7340: 7337: 7336: 7335: 7332: 7330: 7327: 7325: 7322: 7320: 7317: 7315: 7314:Stopping time 7312: 7308: 7305: 7304: 7303: 7300: 7298: 7295: 7293: 7290: 7288: 7285: 7283: 7280: 7278: 7275: 7273: 7270: 7268: 7265: 7263: 7260: 7258: 7255: 7253: 7250: 7248: 7245: 7243: 7240: 7238: 7235: 7233: 7230: 7228: 7225: 7223: 7220: 7218: 7215: 7213: 7210: 7208: 7205: 7203: 7200: 7198: 7195: 7193: 7190: 7188: 7185: 7183: 7180: 7178: 7175: 7173: 7170: 7168: 7165: 7164: 7162: 7158: 7152: 7149: 7147: 7144: 7142: 7139: 7137: 7134: 7132: 7129: 7128: 7126: 7124: 7120: 7113: 7109: 7105: 7104:Hewitt–Savage 7101: 7097: 7093: 7089: 7088:Zero–one laws 7086: 7084: 7081: 7079: 7076: 7074: 7071: 7069: 7066: 7064: 7061: 7059: 7056: 7054: 7051: 7049: 7046: 7044: 7041: 7039: 7036: 7035: 7033: 7029: 7023: 7020: 7018: 7015: 7013: 7010: 7008: 7005: 7003: 7000: 6998: 6995: 6993: 6990: 6988: 6985: 6983: 6980: 6978: 6975: 6973: 6970: 6968: 6965: 6963: 6960: 6958: 6955: 6953: 6950: 6949: 6947: 6943: 6937: 6934: 6932: 6929: 6927: 6924: 6922: 6919: 6917: 6914: 6912: 6909: 6908: 6906: 6904: 6900: 6894: 6891: 6889: 6886: 6884: 6881: 6879: 6876: 6875: 6873: 6871: 6867: 6861: 6858: 6856: 6853: 6851: 6848: 6846: 6843: 6841: 6838: 6836: 6833: 6831: 6828: 6826: 6823: 6821: 6818: 6816: 6813: 6811: 6808: 6806: 6803: 6801: 6798: 6796: 6793: 6791: 6788: 6786: 6785:Black–Scholes 6783: 6781: 6778: 6776: 6773: 6771: 6768: 6767: 6765: 6763: 6759: 6753: 6750: 6748: 6745: 6743: 6740: 6738: 6735: 6733: 6730: 6728: 6725: 6724: 6722: 6720: 6716: 6710: 6707: 6705: 6702: 6698: 6695: 6693: 6690: 6689: 6688: 6687:Point process 6685: 6683: 6680: 6678: 6675: 6673: 6670: 6666: 6663: 6661: 6658: 6657: 6656: 6653: 6651: 6648: 6646: 6645:Gibbs measure 6643: 6641: 6638: 6636: 6633: 6632: 6630: 6626: 6620: 6617: 6615: 6612: 6610: 6607: 6605: 6602: 6600: 6597: 6593: 6590: 6588: 6585: 6583: 6580: 6578: 6575: 6574: 6573: 6570: 6568: 6565: 6563: 6560: 6558: 6555: 6553: 6550: 6549: 6547: 6543: 6537: 6534: 6532: 6529: 6527: 6524: 6522: 6519: 6517: 6514: 6512: 6509: 6507: 6504: 6502: 6499: 6497: 6494: 6490: 6487: 6485: 6482: 6481: 6480: 6477: 6475: 6472: 6470: 6467: 6465: 6462: 6460: 6457: 6455: 6452: 6450: 6447: 6445: 6442: 6440: 6437: 6435: 6434:ItĂŽ diffusion 6432: 6430: 6427: 6425: 6422: 6420: 6417: 6415: 6412: 6410: 6409:Gamma process 6407: 6405: 6402: 6400: 6397: 6395: 6392: 6390: 6387: 6385: 6382: 6380: 6377: 6375: 6372: 6370: 6367: 6365: 6362: 6358: 6355: 6353: 6350: 6348: 6345: 6343: 6340: 6338: 6335: 6334: 6333: 6330: 6326: 6323: 6322: 6321: 6318: 6316: 6313: 6311: 6308: 6307: 6305: 6303: 6299: 6291: 6288: 6286: 6283: 6281: 6280:Self-avoiding 6278: 6276: 6273: 6272: 6271: 6268: 6266: 6265:Moran process 6263: 6261: 6258: 6256: 6253: 6251: 6248: 6246: 6243: 6241: 6238: 6236: 6233: 6232: 6230: 6228: 6227:Discrete time 6224: 6220: 6213: 6208: 6206: 6201: 6199: 6194: 6193: 6190: 6176: 6173: 6171: 6168: 6166: 6163: 6162: 6161: 6158: 6156: 6153: 6149: 6148:superfluidity 6146: 6144: 6141: 6140: 6139: 6136: 6135: 6133: 6129: 6123: 6120: 6118: 6115: 6113: 6110: 6108: 6105: 6103: 6100: 6099: 6097: 6095: 6091: 6083: 6080: 6078: 6075: 6074: 6073: 6070: 6068: 6065: 6064: 6062: 6060: 6056: 6050: 6046: 6043: 6041: 6038: 6036: 6033: 6031: 6028: 6026: 6023: 6021: 6018: 6017: 6015: 6011: 6003: 6000: 5998: 5995: 5994: 5993: 5989: 5985: 5982: 5980: 5977: 5975: 5972: 5970: 5967: 5966: 5965: 5962: 5961: 5959: 5957: 5953: 5947: 5944: 5940: 5937: 5935: 5932: 5930: 5927: 5925: 5922: 5921: 5919: 5916: 5914: 5911: 5909: 5906: 5904: 5901: 5900: 5898: 5896: 5892: 5877: 5874: 5872: 5869: 5868: 5866: 5862: 5858: 5851: 5846: 5844: 5839: 5837: 5832: 5831: 5828: 5820: 5815: 5814: 5801: 5797: 5793: 5789: 5785: 5781: 5777: 5770: 5761: 5756: 5752: 5748: 5744: 5737: 5729: 5725: 5721: 5717: 5713: 5709: 5705: 5701: 5697: 5693: 5686: 5678: 5674: 5670: 5668:9780521615235 5664: 5660: 5656: 5651: 5646: 5642: 5635: 5627: 5623: 5619: 5615: 5611: 5607: 5603: 5599: 5595: 5591: 5587: 5580: 5572: 5568: 5564: 5560: 5556: 5552: 5548: 5544: 5539: 5534: 5531:(6): 060105. 5530: 5526: 5519: 5517: 5507: 5502: 5494: 5486: 5482: 5478: 5474: 5470: 5466: 5461: 5456: 5453:(1): 47–107. 5452: 5448: 5444: 5437: 5429: 5425: 5421: 5417: 5412: 5407: 5403: 5399: 5395: 5388: 5386: 5377: 5373: 5368: 5363: 5359: 5355: 5351: 5347: 5343: 5339: 5334: 5329: 5325: 5321: 5317: 5310: 5302: 5298: 5294: 5290: 5286: 5282: 5278: 5274: 5270: 5263: 5255: 5251: 5247: 5243: 5239: 5235: 5231: 5227: 5222: 5217: 5214:(3): 032128. 5213: 5209: 5205: 5198: 5196: 5187: 5183: 5179: 5175: 5171: 5167: 5163: 5156: 5148: 5144: 5140: 5136: 5132: 5128: 5124: 5120: 5116: 5112: 5108: 5101: 5093: 5089: 5085: 5081: 5077: 5073: 5069: 5062: 5058: 5048: 5045: 5043: 5040: 5038: 5035: 5033: 5030: 5028: 5025: 5023: 5020: 5018: 5015: 5014: 5008: 5005: 5003: 4999: 4995: 4994:data fidelity 4991: 4987: 4969: 4964: 4956: 4953: 4950: 4925: 4917: 4886: 4874: 4870: 4866: 4861: 4857: 4846: 4841: 4838: 4835: 4831: 4827: 4819: 4816: 4813: 4809: 4805: 4800: 4796: 4792: 4789: 4780: 4777: 4772: 4767: 4759: 4756: 4753: 4747: 4742: 4734: 4725: 4722: 4716: 4708: 4704: 4696: 4695: 4694: 4692: 4685: 4681: 4677: 4673: 4669: 4666:. To recover 4665: 4661: 4646: 4644: 4640: 4636: 4632: 4628: 4623: 4621: 4600: 4596: 4584: 4578: 4570: 4566: 4558: 4557: 4556: 4538: 4533: 4530: 4526: 4521: 4517: 4513: 4509: 4505: 4502: 4499: 4493: 4490: 4486: 4482: 4474: 4473: 4472: 4452: 4448: 4442: 4438: 4432: 4428: 4424: 4421: 4415: 4409: 4402: 4401: 4400: 4398: 4391: 4381: 4379: 4375: 4371: 4367: 4345: 4342: 4339: 4334: 4330: 4326: 4315: 4311: 4308: 4302: 4297: 4293: 4277: 4276: 4275: 4273: 4269: 4248: 4244: 4231: 4228: 4225: 4221: 4217: 4207: 4203: 4184: 4181: 4178: 4174: 4170: 4164: 4156: 4152: 4144: 4143: 4142: 4140: 4119: 4116: 4113: 4109: 4103: 4100: 4097: 4093: 4089: 4083: 4075: 4071: 4063: 4062: 4061: 4059: 4040: 4035: 4032: 4027: 4023: 4019: 4016: 4013: 4008: 4004: 3999: 3993: 3990: 3987: 3983: 3979: 3973: 3965: 3961: 3953: 3952: 3951: 3949: 3945: 3941: 3934: 3930: 3920: 3918: 3896: 3888: 3884: 3880: 3877: 3872: 3869: 3856: 3848: 3842: 3836: 3829: 3828: 3827: 3826:, defined as 3825: 3803: 3795: 3791: 3787: 3784: 3781: 3778: 3775: 3772: 3766: 3758: 3754: 3746: 3745: 3744: 3742: 3737: 3735: 3731: 3728: 3724: 3694: 3690: 3686: 3683: 3680: 3675: 3671: 3667: 3662: 3658: 3649: 3645: 3636: 3632: 3628: 3625: 3619: 3616: 3607: 3599: 3595: 3590: 3585: 3574: 3570: 3566: 3563: 3560: 3555: 3551: 3547: 3542: 3538: 3529: 3525: 3518: 3511: 3510: 3509: 3507: 3503: 3499: 3495: 3491: 3487: 3483: 3476: 3446: 3442: 3438: 3435: 3432: 3427: 3423: 3419: 3414: 3410: 3401: 3397: 3388: 3384: 3380: 3377: 3371: 3368: 3363: 3360: 3355: 3351: 3347: 3344: 3341: 3336: 3332: 3327: 3323: 3317: 3309: 3305: 3297: 3296: 3295: 3293: 3283: 3281: 3277: 3271: 3248: 3243: 3239: 3232: 3227: 3222: 3219: 3216: 3212: 3208: 3202: 3194: 3190: 3182: 3181: 3180: 3178: 3174: 3170: 3162: 3160: 3153: 3146: 3142: 3138: 3134: 3130: 3126: 3122: 3115: 3108: 3101: 3077: 3073: 3069: 3064: 3060: 3053: 3050: 3047: 3044: 3038: 3032: 3025: 3024: 3023: 3021: 3017: 3013: 3009: 3006: 2996: 2994: 2992: 2986: 2977: 2953: 2949: 2945: 2940: 2937: 2934: 2930: 2926: 2923: 2920: 2915: 2911: 2907: 2902: 2898: 2894: 2883: 2879: 2876: 2870: 2862: 2858: 2854: 2851: 2848: 2843: 2839: 2830: 2826: 2818: 2817: 2816: 2815: 2814:cylinder sets 2811: 2807: 2786: 2783: 2780: 2776: 2772: 2767: 2759: 2753: 2746: 2745: 2744: 2742: 2738: 2734: 2730: 2726: 2722: 2695: 2692: 2685: 2682: 2677: 2673: 2669: 2663: 2660: 2655: 2651: 2647: 2642: 2638: 2634: 2629: 2626: 2622: 2618: 2615: 2609: 2606: 2600: 2589: 2581: 2580: 2579: 2577: 2573: 2563: 2561: 2557: 2553: 2547: 2545: 2541: 2537: 2534:. (However, 2533: 2529: 2519: 2502: 2491: 2487: 2483: 2478: 2474: 2467: 2460: 2456: 2451: 2447: 2436: 2432: 2428: 2423: 2419: 2412: 2409: 2406: 2400: 2390: 2386: 2382: 2377: 2373: 2366: 2361: 2357: 2352: 2344: 2343: 2342: 2340: 2339:spin clusters 2335: 2321: 2297: 2293: 2289: 2285: 2281: 2278: 2275: 2269: 2266: 2263: 2259: 2254: 2251: 2228: 2225: 2222: 2214: 2211: 2205: 2202: 2199: 2192: 2183: 2159: 2144: 2135: 2120: 2114: 2110: 2106: 2101: 2097: 2089: 2088: 2087: 2070: 2064: 2061: 2054: 2050: 2045: 2041: 2038: 2023: 2019: 2015: 2010: 2006: 1999: 1996: 1993: 1990: 1987: 1977: 1973: 1969: 1964: 1960: 1953: 1948: 1944: 1939: 1931: 1930: 1929: 1906: 1902: 1898: 1893: 1889: 1875: 1872: 1869: 1856: 1853: 1828: 1824: 1796: 1792: 1788: 1784: 1773: 1769: 1761: 1757: 1752: 1748: 1738: 1724: 1716: 1712: 1708: 1705: 1695: 1693: 1677: 1674: 1671: 1663: 1659: 1655: 1639: 1636: 1633: 1625: 1620: 1606: 1603: 1600: 1580: 1577: 1574: 1571: 1568: 1543: 1538: 1535: 1529: 1526: 1523: 1520: 1517: 1497: 1494: 1491: 1471: 1468: 1460: 1445: 1443: 1424: 1421: 1417: 1414: 1405: 1402: 1398: 1394: 1387: 1384: 1380: 1377: 1369: 1366: 1362: 1341: 1321: 1298: 1290: 1286: 1264: 1261: 1240: 1220: 1200: 1176: 1173: 1169: 1166: 1158: 1155: 1151: 1127: 1119: 1115: 1106: 1102: 1096: 1092: 1088: 1080: 1076: 1072: 1067: 1063: 1054: 1051: 1047: 1041: 1038: 1035: 1031: 1027: 1024: 1017: 1016: 1015: 998: 995: 992: 989: 986: 980: 975: 971: 950: 942: 932: 916: 912: 906: 903: 898: 895: 890: 886: 865: 862: 859: 837: 833: 829: 826: 823: 818: 814: 805: 789: 786: 783: 774: 758: 754: 750: 745: 741: 732: 711: 707: 703: 698: 694: 687: 658: 654: 650: 645: 641: 634: 626: 623: 620: 613: 607: 603: 599: 596: 591: 587: 579: 578: 577: 575: 565: 563: 541: 521: 518: 515: 512: 509: 501: 497: 479: 475: 451: 448: 445: 418: 410: 406: 401: 397: 390: 386: 381: 376: 372: 369: 361: 358: 355: 348: 342: 338: 334: 329: 325: 317: 316: 315: 313: 297: 294: 291: 288: 285: 282: 279: 276: 273: 270: 267: 264: 261: 238: 233: 229: 226: 223: 217: 212: 208: 200: 199: 198: 196: 180: 171: 169: 165: 161: 146: 144: 143:morphogenesis 140: 136: 132: 131:James Glazier 128: 124: 120: 116: 112: 108: 104: 100: 96: 92: 88: 84: 79: 77: 76:Edward Teller 73: 72:Julius Ashkin 69: 65: 61: 57: 56:Renfrey Potts 52: 50: 46: 42: 38: 34: 30: 26: 22: 7372:Econometrics 7334:Wiener space 7222:ItĂŽ integral 7123:Inequalities 7012:Self-similar 6982:Gauss–Markov 6972:Exchangeable 6952:CĂ dlĂ g paths 6888:Risk process 6840:LIBOR market 6709:Random graph 6704:Random field 6659: 6516:Superprocess 6454:LĂ©vy process 6449:Jump process 6424:Hunt process 6260:Markov chain 6131:Applications 6082:size scaling 5973: 5783: 5779: 5769: 5750: 5746: 5736: 5695: 5691: 5685: 5650:math/0503607 5640: 5634: 5593: 5589: 5579: 5538:1912.11416v3 5528: 5524: 5493: 5450: 5446: 5436: 5401: 5397: 5323: 5319: 5309: 5276: 5272: 5262: 5211: 5207: 5169: 5165: 5155: 5114: 5110: 5100: 5075: 5071: 5061: 5006: 5001: 4997: 4989: 4988:to the data 4985: 4903: 4690: 4683: 4679: 4675: 4671: 4667: 4663: 4659: 4657: 4649:Applications 4638: 4631:Gibbs states 4624: 4619: 4617: 4554: 4470: 4393: 4387: 4373: 4369: 4365: 4363: 4272:fixed points 4265: 4136: 4055: 3947: 3943: 3936: 3932: 3928: 3926: 3914: 3821: 3743:is given by 3738: 3729: 3720: 3501: 3493: 3485: 3481: 3474: 3472: 3294:is given by 3289: 3279: 3275: 3269: 3266: 3176: 3172: 3165: 3163: 3158: 3151: 3144: 3140: 3136: 3132: 3128: 3124: 3120: 3113: 3106: 3099: 3097: 3019: 3015: 3011: 3007: 3002: 2993:-adic number 2990: 2984: 2975: 2973: 2803: 2743:, acting as 2740: 2736: 2720: 2718: 2575: 2571: 2569: 2548: 2525: 2517: 2338: 2336: 2181: 2179: 2085: 1739: 1701: 1621: 1456: 1253:is in state 1142: 938: 775: 679: 573: 571: 499: 495: 434: 314:is given by 253: 197:, at angles 172: 159: 157: 115:grain growth 80: 67: 53: 41:ferromagnets 24: 18: 7481:Spin models 7417:Ruin theory 7355:Disciplines 7227:ItĂŽ's lemma 7002:Predictable 6677:Percolation 6660:Potts model 6655:Ising model 6619:White noise 6577:Differences 6439:ItĂŽ process 6379:Cox process 6275:Loop-erased 6270:Random walk 6122:von Neumann 5992:force field 5984:percolation 4390:Ising model 4268:cardinality 3498:temperature 2574:= {1, ..., 2540:Ising model 2536:Ernst Ising 2182:FK clusters 1654:percolation 1233:while spin 804:Ising model 574:Potts model 500:clock model 312:Hamiltonian 117:in metals, 107:confinement 99:non-Abelian 60:clock model 29:Ising model 25:Potts model 7475:Categories 7427:Statistics 7207:Filtration 7108:Kolmogorov 7092:Blumenthal 7017:Stationary 6957:Continuous 6945:Properties 6830:Hull–White 6572:Martingale 6459:Local time 6347:Fractional 6325:pure birth 5979:Heisenberg 5506:1611.09877 5460:1505.04159 5333:1803.08823 5221:1905.11848 5053:References 4058:full shift 2725:full shift 2180:where the 149:Definition 119:coarsening 64:Cyril Domb 7339:Classical 6352:Geometric 6342:Excursion 6102:Boltzmann 6025:H-theorem 5903:Ensembles 5800:1939-3539 5760:1210.5644 5728:117951377 5712:1061-8600 5626:121502987 5618:1431-584X 5571:209460838 5485:119153736 5477:1432-0916 5420:1432-2064 5358:0370-1573 5326:: 1–124. 5254:167217593 5147:122689941 5139:1469-8064 5042:Z N model 4961:‖ 4954:− 4948:‖ 4922:‖ 4915:∇ 4912:‖ 4867:− 4832:∑ 4806:≠ 4784:# 4781:γ 4764:‖ 4757:− 4751:‖ 4739:‖ 4732:∇ 4729:‖ 4726:γ 4709:γ 4641:→ ∞, the 4531:σ 4527:σ 4514:β 4506:⁡ 4491:σ 4487:σ 4425:− 4416:σ 4331:τ 4312:∈ 4294:τ 4232:β 4226:− 4204:τ 4185:β 4179:− 4104:β 4098:− 4033:∈ 4017:… 4000:∑ 3994:β 3988:− 3881:⁡ 3863:∞ 3860:→ 3788:⁡ 3776:− 3684:… 3629:β 3626:− 3620:⁡ 3564:… 3519:μ 3436:… 3381:β 3378:− 3372:⁡ 3361:∈ 3345:… 3328:∑ 3240:τ 3213:∑ 3054:δ 3048:− 2950:ξ 2924:… 2912:ξ 2880:∈ 2859:ξ 2852:… 2840:ξ 2754:τ 2735:τ : 2696:∈ 2690:∀ 2683:∈ 2664:… 2627:− 2616:… 2468:δ 2413:δ 2410:− 2367:δ 2290:− 2282:− 2215:ω 2212:∈ 2193:∪ 2160:ω 2149:# 2136:ω 2125:# 2115:ω 2111:∑ 2062:− 2000:δ 1954:δ 1854:ω 1789:− 1762:∑ 1704:Kasteleyn 1675:≥ 1637:≤ 1578:≤ 1572:≤ 1530:⁡ 1518:β 1495:≥ 1093:∑ 1032:∑ 993:… 981:∈ 899:− 827:− 688:δ 635:δ 614:∑ 600:− 548:∞ 545:→ 455:⟩ 443:⟨ 402:θ 398:− 382:θ 373:⁡ 365:⟩ 353:⟨ 349:∑ 295:− 227:π 209:θ 168:Euclidean 95:Kac model 7460:Category 7344:Abstract 6878:BĂŒhlmann 6484:Compound 6112:Tsallis 5720:27594299 5677:17904893 5563:32688489 5428:55391558 5376:31404441 5301:10046374 5246:31639992 5011:See also 5000:and the 4534:′ 4494:′ 3484:, where 3171: : 3010: : 2982:, ..., Ο 2558:and the 2552:XY model 2153:clusters 1418:′ 1388:′ 1354:. Note: 1265:′ 1177:′ 963:states: 562:XY model 127:proteins 89:and the 83:XY model 70:, after 6967:Ergodic 6855:Vaơíček 6697:Poisson 6357:Meander 6107:Shannon 6094:Entropy 5598:Bibcode 5543:Bibcode 5367:6688775 5338:Bibcode 5281:Bibcode 5226:Bibcode 5174:Bibcode 5119:Bibcode 5080:Bibcode 4376:is the 4372:matrix 3506:measure 3496:is the 3488:is the 1692:wetting 729:is the 498:or the 164:lattice 7307:Tanaka 6992:Mixing 6987:Markov 6860:Wilkie 6825:Ho–Lee 6820:Heston 6592:Super- 6337:Bridge 6285:Biased 5956:Models 5864:Theory 5798:  5726:  5718:  5710:  5675:  5665:  5624:  5616:  5569:  5561:  5483:  5475:  5426:  5418:  5374:  5364:  5356:  5299:  5252:  5244:  5145:  5137:  3946:(with 3492:, and 2808:; the 2554:, the 2500:  2068:  1278:, and 1143:where 852:. The 680:where 254:where 195:circle 85:, the 23:, the 7160:Tools 6936:M/M/c 6931:M/M/1 6926:M/G/1 6916:Fluid 6582:Local 6165:chaos 6117:RĂ©nyi 5974:Potts 5969:Ising 5755:arXiv 5724:S2CID 5716:JSTOR 5673:S2CID 5645:arXiv 5622:S2CID 5567:S2CID 5533:arXiv 5501:arXiv 5481:S2CID 5455:arXiv 5424:S2CID 5328:arXiv 5250:S2CID 5216:arXiv 5143:S2CID 3473:with 2129:edges 1658:Tutte 160:spins 123:foams 35:on a 33:spins 7112:LĂ©vy 6911:Bulk 6795:Chen 6587:Sub- 6545:Both 6047:and 5796:ISSN 5708:ISSN 5663:ISBN 5614:ISSN 5559:PMID 5473:ISSN 5416:ISSN 5372:PMID 5354:ISSN 5297:PMID 5242:PMID 5135:ISSN 4364:The 3935:and 3150:and 3112:and 2810:base 2570:Let 1660:and 1604:> 1039:< 776:The 133:and 74:and 6692:Cox 5788:doi 5700:doi 5655:doi 5606:doi 5551:doi 5529:101 5465:doi 5451:349 5406:doi 5402:153 5362:PMC 5346:doi 5324:810 5289:doi 5234:doi 5212:100 5182:doi 5127:doi 5088:doi 4674:in 4662:in 4633:or 4503:exp 4287:Fix 4197:Fix 3878:log 3853:lim 3785:log 3617:exp 3369:exp 3272:→ ∞ 3179:as 3125:not 3105:, 3020:Any 1527:log 370:cos 121:in 109:in 19:In 7477:: 7110:, 7106:, 7102:, 7098:, 7094:, 5920:: 5794:. 5784:23 5782:. 5778:. 5751:24 5749:. 5745:. 5722:. 5714:. 5706:. 5696:17 5694:. 5671:. 5661:. 5653:. 5620:. 5612:. 5604:. 5594:50 5592:. 5588:. 5565:. 5557:. 5549:. 5541:. 5527:. 5515:^ 5479:. 5471:. 5463:. 5449:. 5445:. 5422:. 5414:. 5400:. 5396:. 5384:^ 5370:. 5360:. 5352:. 5344:. 5336:. 5322:. 5318:. 5295:. 5287:. 5277:69 5275:. 5271:. 5248:. 5240:. 5232:. 5224:. 5210:. 5206:. 5194:^ 5180:. 5170:64 5168:. 5164:. 5141:. 5133:. 5125:. 5115:48 5113:. 5109:. 5086:. 5076:54 5074:. 5070:. 4645:. 4590:Tr 4368:× 4239:Tr 3942:= 3931:= 3736:. 3482:kT 3282:. 3175:→ 3135:∈ 3014:→ 2739:→ 2562:. 1619:. 931:. 564:. 145:. 7114:) 7090:( 6211:e 6204:t 6197:v 5939:G 5934:F 5929:H 5924:U 5849:e 5842:t 5835:v 5821:. 5802:. 5790:: 5763:. 5757:: 5730:. 5702:: 5679:. 5657:: 5647:: 5628:. 5608:: 5600:: 5573:. 5553:: 5545:: 5535:: 5509:. 5503:: 5487:. 5467:: 5457:: 5430:. 5408:: 5378:. 5348:: 5340:: 5330:: 5303:. 5291:: 5283:: 5256:. 5236:: 5228:: 5218:: 5188:. 5184:: 5176:: 5149:. 5129:: 5121:: 5094:. 5090:: 5082:: 5002:L 4998:L 4990:f 4986:u 4970:p 4965:p 4957:f 4951:u 4926:0 4918:u 4887:p 4882:| 4875:i 4871:f 4862:i 4858:u 4853:| 4847:n 4842:1 4839:= 4836:i 4828:+ 4825:} 4820:1 4817:+ 4814:i 4810:u 4801:i 4797:u 4793:: 4790:i 4787:{ 4778:= 4773:p 4768:p 4760:f 4754:u 4748:+ 4743:0 4735:u 4723:= 4720:) 4717:u 4714:( 4705:P 4691:u 4689:( 4687:Îł 4684:P 4680:L 4676:R 4672:f 4668:g 4664:R 4660:g 4639:n 4620:M 4601:n 4597:M 4585:= 4582:) 4579:V 4576:( 4571:n 4567:Z 4539:) 4522:p 4518:J 4510:( 4500:= 4483:M 4453:1 4449:s 4443:0 4439:s 4433:p 4429:J 4422:= 4419:) 4413:( 4410:V 4396:n 4394:s 4374:A 4370:q 4366:q 4349:} 4346:s 4343:= 4340:s 4335:n 4327:: 4321:Z 4316:Q 4309:s 4306:{ 4303:= 4298:n 4249:n 4245:A 4229:c 4222:e 4218:= 4214:| 4208:n 4191:| 4182:c 4175:e 4171:= 4168:) 4165:c 4162:( 4157:n 4153:Z 4120:1 4117:+ 4114:n 4110:q 4101:c 4094:e 4090:= 4087:) 4084:c 4081:( 4076:n 4072:Z 4041:1 4036:Q 4028:n 4024:s 4020:, 4014:, 4009:0 4005:s 3991:c 3984:e 3980:= 3977:) 3974:c 3971:( 3966:n 3962:Z 3948:c 3944:c 3939:n 3937:H 3933:c 3929:V 3900:) 3897:V 3894:( 3889:n 3885:Z 3873:n 3870:1 3857:n 3849:= 3846:) 3843:V 3840:( 3837:P 3807:) 3804:V 3801:( 3796:n 3792:Z 3782:T 3779:k 3773:= 3770:) 3767:V 3764:( 3759:n 3755:A 3730:Q 3706:) 3703:) 3700:] 3695:n 3691:s 3687:, 3681:, 3676:1 3672:s 3668:, 3663:0 3659:s 3655:[ 3650:k 3646:C 3642:( 3637:n 3633:H 3623:( 3611:) 3608:V 3605:( 3600:n 3596:Z 3591:1 3586:= 3583:) 3580:] 3575:n 3571:s 3567:, 3561:, 3556:1 3552:s 3548:, 3543:0 3539:s 3535:[ 3530:k 3526:C 3522:( 3502:V 3494:T 3486:k 3478:0 3475:C 3458:) 3455:) 3452:] 3447:n 3443:s 3439:, 3433:, 3428:1 3424:s 3420:, 3415:0 3411:s 3407:[ 3402:0 3398:C 3394:( 3389:n 3385:H 3375:( 3364:Q 3356:n 3352:s 3348:, 3342:, 3337:0 3333:s 3324:= 3321:) 3318:V 3315:( 3310:n 3306:Z 3276:n 3270:n 3252:) 3249:s 3244:k 3236:( 3233:V 3228:n 3223:0 3220:= 3217:k 3209:= 3206:) 3203:s 3200:( 3195:n 3191:H 3177:R 3173:Q 3168:n 3166:H 3159:V 3155:1 3152:s 3148:0 3145:s 3141:V 3137:Q 3133:s 3129:V 3121:V 3117:2 3114:s 3110:1 3107:s 3103:0 3100:s 3083:) 3078:1 3074:s 3070:, 3065:0 3061:s 3057:( 3051:J 3045:= 3042:) 3039:s 3036:( 3033:V 3016:R 3012:Q 3008:V 2991:q 2985:k 2980:0 2976:k 2959:} 2954:k 2946:= 2941:k 2938:+ 2935:m 2931:s 2927:, 2921:, 2916:0 2908:= 2903:m 2899:s 2895:: 2889:Z 2884:Q 2877:s 2874:{ 2871:= 2868:] 2863:k 2855:, 2849:, 2844:0 2836:[ 2831:m 2827:C 2787:1 2784:+ 2781:k 2777:s 2773:= 2768:k 2764:) 2760:s 2757:( 2741:Q 2737:Q 2721:Q 2704:} 2700:Z 2693:k 2686:Q 2678:k 2674:s 2670:: 2667:) 2661:, 2656:1 2652:s 2648:, 2643:0 2639:s 2635:, 2630:1 2623:s 2619:, 2613:( 2610:= 2607:s 2604:{ 2601:= 2595:Z 2590:Q 2576:q 2572:Q 2503:. 2497:) 2492:j 2488:s 2484:, 2479:i 2475:s 2471:( 2461:p 2457:J 2452:e 2448:+ 2445:) 2442:) 2437:j 2433:s 2429:, 2424:i 2420:s 2416:( 2407:1 2404:( 2401:= 2396:) 2391:j 2387:s 2383:, 2378:i 2374:s 2370:( 2362:p 2358:J 2353:e 2322:q 2298:p 2294:J 2286:e 2279:1 2276:= 2270:v 2267:+ 2264:1 2260:v 2255:= 2252:p 2232:] 2229:j 2226:, 2223:i 2220:[ 2209:) 2206:j 2203:, 2200:i 2197:( 2163:) 2157:( 2145:q 2139:) 2133:( 2121:v 2107:= 2102:p 2098:Z 2071:. 2065:1 2055:p 2051:J 2046:e 2042:= 2039:v 2029:) 2024:j 2020:s 2016:, 2011:i 2007:s 2003:( 1997:v 1994:+ 1991:1 1988:= 1983:) 1978:j 1974:s 1970:, 1965:i 1961:s 1957:( 1949:p 1945:J 1940:e 1914:} 1907:j 1903:s 1899:= 1894:i 1890:s 1884:| 1879:) 1876:j 1873:, 1870:i 1867:( 1862:{ 1857:= 1834:} 1829:i 1825:s 1821:{ 1797:p 1793:H 1785:e 1779:} 1774:i 1770:s 1766:{ 1758:= 1753:p 1749:Z 1725:q 1678:3 1672:q 1640:4 1634:q 1607:4 1601:q 1581:4 1575:q 1569:1 1549:) 1544:q 1539:+ 1536:1 1533:( 1524:= 1521:J 1498:1 1492:q 1472:d 1469:2 1428:) 1425:k 1422:, 1415:k 1411:( 1406:i 1403:j 1399:J 1395:= 1392:) 1385:k 1381:, 1378:k 1375:( 1370:j 1367:i 1363:J 1342:k 1322:i 1302:) 1299:k 1296:( 1291:i 1287:h 1262:k 1241:j 1221:k 1201:i 1181:) 1174:k 1170:, 1167:k 1164:( 1159:j 1156:i 1152:J 1128:, 1125:) 1120:i 1116:s 1112:( 1107:i 1103:h 1097:i 1089:+ 1086:) 1081:j 1077:s 1073:, 1068:i 1064:s 1060:( 1055:j 1052:i 1048:J 1042:j 1036:i 1028:= 1025:H 1002:} 999:q 996:, 990:, 987:1 984:{ 976:i 972:s 951:q 917:c 913:J 907:2 904:3 896:= 891:p 887:J 866:3 863:= 860:q 838:c 834:J 830:2 824:= 819:p 815:J 790:2 787:= 784:q 759:j 755:s 751:= 746:i 742:s 717:) 712:j 708:s 704:, 699:i 695:s 691:( 664:) 659:j 655:s 651:, 646:i 642:s 638:( 630:) 627:j 624:, 621:i 618:( 608:p 604:J 597:= 592:p 588:H 542:q 522:4 519:, 516:3 513:= 510:q 480:c 476:J 452:j 449:, 446:i 419:) 411:j 407:s 391:i 387:s 377:( 362:j 359:, 356:i 343:c 339:J 335:= 330:c 326:H 298:1 292:q 289:, 286:. 283:. 280:. 277:, 274:1 271:, 268:0 265:= 262:s 239:, 234:q 230:s 224:2 218:= 213:s 181:q

Index

statistical mechanics
Ising model
spins
crystalline lattice
ferromagnets
solid-state physics
exactly solvable
Renfrey Potts
clock model
Cyril Domb
Julius Ashkin
Edward Teller
XY model
Heisenberg model
N-vector model
Kac model
non-Abelian
flux tube model
confinement
quantum chromodynamics
grain growth
coarsening
foams
proteins
James Glazier
Francois Graner
cellular Potts model
morphogenesis
lattice
Euclidean

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