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Poisson boundary

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4204:. The Poisson boundary of the Brownian motion on the associated symmetric space is also the Furstenberg boundary. The full Martin boundary is also well-studied in these cases and can always be described in a geometric manner. For example, for groups of rank one (for example the isometry groups of 4235:
of its Cayley tree. The identification of the full Martin boundary is more involved; in case the random walk has finite range (the step distribution is supported on a finite set) the Martin boundary coincides with the minimal Martin boundary and both coincide with the Gromov boundary.
4231:, under rather weak assumptions on the step distribution which always hold for a simple walk (a more general condition is that the first moment be finite) the Poisson boundary is always equal to the Gromov boundary. For example, the Poisson boundary of a free group is the space of 4187:
The Poisson and Martin boundaries are trivial for symmetric random walks in nilpotent groups. On the other hand, when the random walk is non-centered, the study of the full Martin boundary, including the minimal functions, is far less conclusive.
3917: 870:. This gives an identification of the extremal positive harmonic functions on the group, and to the space of trajectories of the random walk on the group (both with respect to a given probability measure), with the topological/measured space 3152: 3425: 2555: 398: 3717: 3274:
The Martin kernels are positive harmonic functions and every positive harmonic function can be expressed as an integral of functions on the boundary, that is for every positive harmonic function there is a measure
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behaviour of the random walk, i.e. how trajectories diverge when the number of steps goes to infinity. Despite being called a boundary it is in general a purely measure-theoretical object and not a
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endowed with the class of Lebesgue measure (note that this identification can be made directly since a path in Wiener space converges almost surely to a point on
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Kaimanovich, Vadim A. (1996). "Boundaries of invariant Markov operators: the identification problem". In Pollicott, Mark; Schmidt, Klaus (eds.).
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has a relatively compact image for the topology of pointwise convergence, and the Martin compactification is the closure of this image. A point
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is the bottom of the spectrum. Examples where this construction can be used to define a compactification are bounded domains in the plane and
322: 3619: 252: 1817: 2915: 4479: 4208:) the full Martin boundary is the same as the minimal Martin boundary (the situation in higher-rank groups is more complicated). 403: 89: 3922: 4377:
Ballmann, Werner; Ledrappier, François (1994). "The Poisson boundary for rank one manifolds and their cocompact lattices".
3157: 1593: 766:. Thus the Poisson formula identifies this measured space with the Martin boundary constructed above, and ultimately to 4200:(with step distribution absolutely continuous with respect to the Haar measure) the Poisson boundary is equal to the 4062: 2100: 3235: 572: 43:. However, in the case where the random walk is on a topological space the Poisson boundary can be related to the 841:
as the space of trajectories for a Markov process is a special case of the construction of the Poisson boundary.
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associated to a random walk. Much of the theory can be developed in this abstract and very general setting.
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Finally, the constructions above can be discretised, i.e. restricted to the random walks on the orbits of a
47:, which is an analytic construction yielding a genuine topological boundary. Both boundaries are related to 819: 794: 769: 607: 1015: 4430:. London Math. Soc. Lecture Note Ser. Vol. 228. Cambridge Univ. Press, Cambridge. pp. 127–176. 4216: 3467:
Martin boundary, whose elements can also be characterised by being minimal. A positive harmonic function
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on the Martin boundary. With this measure the Martin boundary is isomorphic to the Poisson boundary.
4033:. In this case there is again a whole family of Martin compactifications associated to the operators 2687: 1981: 1459: 3912:{\displaystyle {\mathcal {K}}_{o,r}(x,y)={\frac {{\mathcal {G}}_{r}(x,y)}{{\mathcal {G}}_{r}(o,y)}}} 3613:
There is actually a whole family of Martin compactifications. Define the Green generating series as
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Kaimanovich, Vadim A. (2000). "The Poisson formula for groups with hyperbolic properties".
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in the cone of nonnegative harmonic functions. This analytical interpretation of the set
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the Martin boundary is constructed, when it exists, in the same way as above, using the
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It is possible to give an implicit definition of the Poisson boundary as the maximal
48: 4228: 4212: 4205: 4448: 4431: 4399: 4382: 4126: 692: 845: 668: 52: 3420:{\displaystyle f(x)=\int {\mathcal {K}}_{o}(x,\gamma )\,d\nu _{o,f}(\gamma ).} 4463: 601: 2580:-harmonic bounded functions and essentially bounded measurable functions on 2550:{\displaystyle f(x)=\int _{\Gamma }{\hat {f}}(\gamma )\,d\nu _{x}(\gamma ).} 900: 4394:
Furstenberg, Harry (1963). "A Poisson formula for semi-simple Lie groups".
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is a discrete-time martingale and so it converges almost surely. Denote by
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is trivial, that is reduced to a point, if and only if the only bounded
393:{\displaystyle f(z)=\int _{\partial \mathbb {D} }K(z,\xi )\,d\mu (\xi )} 3712:{\displaystyle {\mathcal {G}}_{r}(x,y)=\sum _{n\geq 1}p_{n}(x,y)r^{n}.} 2026: 4197: 84: 2684:
on a measured space, a notion which generalises the Markov operator
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is the initial distribution of a random walk with step distribution
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The Poisson formula states that given a positive harmonic function
1012:(a discrete-time Markov process whose transition probabilities are 695:
on the disc with the Poincaré Riemannian metric), then the process
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If the walk is transient then this series is convergent for all
1896:{\displaystyle \int _{G}\nu (g^{-1}A)\mu (g)=\nu _{\theta }(A).} 640:
This fact can also be interpreted in a probabilistic manner. If
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of measures; this is the distribution of the random walk after
735:, and as such converges almost everywhere to a function on the 2991:{\displaystyle {\mathcal {G}}(x,y)=\sum _{n\geq 1}p_{n}(x,y).} 4000: 491:{\displaystyle K(z,\xi )={\frac {1-|z|^{2}}{|\xi -z|^{2}}}} 143:{\displaystyle \mathbb {D} =\{z\in \mathbb {C} :|z|<1\}} 4219:, is also equal to the Furstenberg boundary of the group. 2277:
along a trajectory (this is defined almost everywhere on
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The Poisson boundary of a random walk on a discrete group
3970:{\displaystyle y\mapsto {\mathcal {K}}_{o,r}(\cdot ,y)} 2359:
be the measure obtained by the construction above with
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The relationship between Martin and Poisson boundaries
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Mathematical measure space associated to a random walk
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Guivarc'h, Yves; Ji, Lizhen; Taylor, John C. (1998).
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corresponding to the constant function is called the
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One way to interpret this is that the functions 526: 490: 392: 308: 241: 221: 191: 171: 142: 75: 1534:(the two trajectories have the same "tail"). The 4461: 4091:{\displaystyle 0\leq \lambda \leq \lambda _{0}} 2165:{\displaystyle \sum _{h\in G}f(hg)\mu (h)=f(g)} 3264:{\displaystyle {\mathcal {K}}(\cdot ,\gamma )} 2257:obtained by taking the limit of the values of 4381:. Vol. 6, no. 3. pp. 301–313. 965:, which will be used to define a random walk 593:{\displaystyle \xi \in \partial \mathbb {D} } 303: 267: 137: 101: 4442: 4419: 4393: 4360: 4348: 4324: 4312: 4300: 4276: 4264: 4252: 1978:, satisfying the additional condition that 2755:be a random walk on a discrete group. Let 3385: 2521: 2290: 1759: 1617: 1606: 1442: 1340: 1204: 1152: 878: 856: 827: 802: 777: 615: 586: 520: 374: 350: 277: 260: 215: 111: 94: 35:. It is an object designed to encode the 4001:Martin boundary of a Riemannian manifold 3328:such that a Poisson-like formula holds: 2600:. In particular the Poisson boundary of 739:of possible (infinite) trajectories for 51:on the space via generalisations of the 3232:is usually represented by the notation 4462: 4447:. 2. Vol. 152. pp. 659–692. 2719: 2032: 1772:{\displaystyle \mathbb {P} _{\theta }} 4413:Compactifications of symmetric spaces 4398:. 2. Vol. 77. pp. 335–386. 2909:. The Green kernel is by definition: 2675: 2560:This establishes a bijection between 834:{\displaystyle \partial \mathbb {D} } 809:{\displaystyle \partial \mathbb {D} } 784:{\displaystyle \partial \mathbb {D} } 622:{\displaystyle \partial \mathbb {D} } 4222: 1068:{\displaystyle p(x,y)=\mu (xy^{-1})} 629:leads to the more general notion of 4182: 2725:Martin boundary of a discrete group 2432:is either positive or bounded then 2385:{\displaystyle \theta =\delta _{x}} 1449:{\displaystyle n,m\in \mathbb {N} } 13: 4040: 4020: 3935: 3880: 3849: 3808: 3742:the radius of convergence of this 3626: 3359: 3315: 3241: 3225:{\displaystyle \gamma \in \Gamma } 3219: 3170: 3121: 3097: 3063: 3053:and define the Martin kernel by: 2921: 2902:{\displaystyle \mu ^{*n}(x^{-1}y)} 2587: 2495: 2244: 1737: 1577: 823: 798: 773: 678: 611: 582: 346: 256: 186: 157: 14: 4491: 4196:For random walks on a semisimple 4192:Lie groups and discrete subgroups 4013:of the Laplace–Beltrami operator 2680:The general setting is that of a 1779:. It is a stationary measure for 527:{\displaystyle z\in \mathbb {D} } 41:boundary in the topological sense 4052:{\displaystyle \Delta +\lambda } 2299:{\displaystyle G^{\mathbb {N} }} 1349:{\displaystyle G^{\mathbb {N} }} 1217:{\displaystyle \mathbb {P} _{m}} 1161:{\displaystyle G^{\mathbb {N} }} 633:(which in this case is the full 229:) there exists a unique measure 59:The case of the hyperbolic plane 4337:Guivarc'h, Ji & Taylor 1998 4289:Guivarc'h, Ji & Taylor 1998 3919:. The closure of the embedding 2797:be the probability to get from 2709:{\displaystyle f\mapsto \mu *f} 2014:{\displaystyle (X_{t})_{*}\nu } 1750:obtained as the pushforward of 1501:{\displaystyle x_{t+n}=y_{t+m}} 4480:Compactification (mathematics) 3964: 3952: 3929: 3903: 3891: 3872: 3860: 3837: 3825: 3693: 3681: 3649: 3637: 3568: 3556: 3411: 3405: 3382: 3370: 3347: 3341: 3258: 3246: 3193: 3181: 3164: 3138: 3126: 3114: 3102: 3086: 3074: 2982: 2970: 2938: 2926: 2896: 2877: 2784: 2772: 2694: 2619: 2607: 2541: 2535: 2518: 2512: 2506: 2484: 2478: 2445: 2221: 2195: 2182: 2159: 2153: 2144: 2138: 2132: 2123: 1999: 1985: 1945: 1933: 1887: 1881: 1865: 1859: 1853: 1834: 1798: 1786: 1723:{\displaystyle \nu _{\theta }} 1627: 1597: 1557: 1545: 1409: 1396: 1376: 1363: 1062: 1043: 1034: 1022: 718: 705: 562:{\displaystyle K(\cdot ,\xi )} 556: 544: 475: 460: 447: 438: 422: 410: 387: 381: 371: 359: 335: 329: 293: 285: 127: 119: 1: 4370: 3771:{\displaystyle 1\leq r\leq R} 3536:{\displaystyle 0\leq v\leq u} 3491:if for any harmonic function 895: 4428:actions (Warwick, 1993–1994) 4118:{\displaystyle \lambda _{0}} 1640:by the equivalence relation 1590:obtained as the quotient of 885:{\displaystyle \mathbb {D} } 863:{\displaystyle \mathbb {D} } 222:{\displaystyle \mathbb {D} } 7: 4177: 2461:is as well and we have the 2172:. Then the random variable 1570:is then the measured space 1253:{\displaystyle m*\mu ^{*n}} 10: 4496: 4211:The Poisson boundary of a 4163:{\displaystyle \nu _{o,1}} 3997:-Martin compactification. 3456:{\displaystyle \nu _{o,f}} 3301:{\displaystyle \nu _{o,f}} 2790:{\displaystyle p_{n}(x,y)} 2454:{\displaystyle {\hat {f}}} 2306:and shift-invariant). Let 2230:{\displaystyle {\hat {f}}} 1195:is endowed with a measure 816:). This interpretation of 600:are up to scaling all the 172:{\displaystyle \Delta f=0} 1304:steps). There is also an 1099:for the random walk. Let 945:a probability measure on 201:Laplace–Beltrami operator 4239: 2625:{\displaystyle (G,\mu )} 2352:{\displaystyle \nu _{x}} 2201:{\displaystyle f(X_{t})} 1951:{\displaystyle (G,\mu )} 1804:{\displaystyle (G,\mu )} 1563:{\displaystyle (G,\mu )} 925:be a discrete group and 724:{\displaystyle f(W_{t})} 316:such that the equality 4026:{\displaystyle \Delta } 3321:{\displaystyle \Gamma } 2652:-harmonic functions on 2593:{\displaystyle \Gamma } 2250:{\displaystyle \Gamma } 1743:{\displaystyle \Gamma } 1676:{\displaystyle \theta } 1583:{\displaystyle \Gamma } 1527:{\displaystyle t\geq 0} 1415:{\displaystyle (y_{t})} 1382:{\displaystyle (x_{t})} 684:{\displaystyle \Delta } 631:minimal Martin boundary 192:{\displaystyle \Delta } 4227:For random walks on a 4164: 4119: 4092: 4053: 4027: 3991: 3971: 3913: 3792: 3772: 3736: 3713: 3604: 3575: 3537: 3505: 3481: 3457: 3421: 3322: 3302: 3265: 3226: 3200: 3148: 3047: 3046:{\displaystyle o\in G} 3021: 2992: 2903: 2851: 2831: 2811: 2791: 2749: 2748:{\displaystyle G,\mu } 2710: 2666: 2646: 2626: 2594: 2574: 2551: 2455: 2426: 2406: 2386: 2353: 2326: 2325:{\displaystyle x\in G} 2300: 2271: 2251: 2231: 2202: 2166: 2091: 2077:-harmonic function on 2071: 2051: 2015: 1972: 1952: 1920: 1897: 1805: 1773: 1744: 1724: 1697: 1677: 1654: 1634: 1584: 1564: 1528: 1502: 1450: 1416: 1383: 1350: 1321: 1298: 1274: 1254: 1218: 1189: 1162: 1133: 1119:be another measure on 1113: 1089: 1069: 1006: 986: 959: 939: 919: 886: 864: 835: 810: 785: 760: 725: 685: 661: 623: 594: 563: 528: 492: 394: 310: 243: 223: 193: 173: 144: 77: 4165: 4129:of non-compact type. 4120: 4093: 4054: 4028: 3992: 3972: 3914: 3793: 3773: 3737: 3714: 3605: 3576: 3574:{\displaystyle c\in } 3538: 3506: 3482: 3463:are supported on the 3458: 3422: 3323: 3303: 3266: 3227: 3201: 3149: 3048: 3022: 2993: 2904: 2852: 2832: 2812: 2792: 2750: 2711: 2667: 2647: 2627: 2595: 2575: 2552: 2456: 2427: 2407: 2387: 2354: 2327: 2301: 2272: 2252: 2232: 2203: 2167: 2092: 2072: 2052: 2016: 1973: 1953: 1921: 1898: 1806: 1774: 1745: 1725: 1698: 1678: 1655: 1653:{\displaystyle \sim } 1635: 1585: 1565: 1529: 1503: 1451: 1417: 1384: 1351: 1322: 1320:{\displaystyle \sim } 1299: 1275: 1255: 1224:whose marginales are 1219: 1190: 1188:{\displaystyle X_{t}} 1163: 1134: 1114: 1090: 1070: 1007: 987: 985:{\displaystyle X_{t}} 960: 940: 920: 887: 865: 836: 811: 786: 761: 759:{\displaystyle W_{t}} 731:is a continuous-time 726: 686: 662: 660:{\displaystyle W_{t}} 624: 595: 564: 529: 493: 395: 311: 244: 224: 194: 174: 145: 78: 4475:Stochastic processes 4202:Furstenberg boundary 4141: 4102: 4063: 4037: 4017: 3981: 3923: 3802: 3782: 3750: 3726: 3620: 3603:{\displaystyle v=cu} 3585: 3547: 3515: 3495: 3471: 3434: 3335: 3312: 3279: 3236: 3210: 3158: 3057: 3031: 3005: 2916: 2861: 2841: 2821: 2801: 2759: 2733: 2688: 2656: 2645:{\displaystyle \mu } 2636: 2604: 2584: 2573:{\displaystyle \mu } 2564: 2472: 2436: 2416: 2396: 2363: 2336: 2310: 2281: 2261: 2241: 2212: 2176: 2101: 2081: 2070:{\displaystyle \mu } 2061: 2041: 1982: 1971:{\displaystyle \nu } 1962: 1958:-stationary measure 1930: 1910: 1818: 1783: 1754: 1734: 1707: 1696:{\displaystyle \mu } 1687: 1667: 1644: 1594: 1574: 1542: 1512: 1460: 1426: 1393: 1360: 1331: 1311: 1306:equivalence relation 1288: 1264: 1228: 1199: 1172: 1168:of trajectories for 1143: 1123: 1103: 1088:{\displaystyle \mu } 1079: 1016: 996: 969: 949: 938:{\displaystyle \mu } 929: 909: 874: 852: 820: 795: 770: 743: 699: 675: 644: 608: 573: 538: 510: 404: 323: 253: 242:{\displaystyle \mu } 233: 211: 183: 154: 90: 67: 4007:Riemannian manifold 3020:{\displaystyle x,y} 2720:The Martin boundary 2392:(the Dirac mass at 2033:The Poisson formula 1356:, which identifies 4422:Ergodic theory of 4160: 4115: 4088: 4049: 4023: 3987: 3967: 3909: 3798:-Martin kernel by 3788: 3768: 3732: 3709: 3670: 3600: 3571: 3533: 3501: 3477: 3453: 3417: 3318: 3298: 3261: 3222: 3196: 3144: 3043: 3017: 2988: 2959: 2899: 2847: 2827: 2807: 2787: 2745: 2706: 2676:General definition 2662: 2642: 2622: 2590: 2570: 2547: 2451: 2422: 2402: 2382: 2349: 2322: 2296: 2267: 2247: 2227: 2198: 2162: 2119: 2087: 2067: 2047: 2011: 1968: 1948: 1916: 1893: 1801: 1769: 1740: 1720: 1693: 1673: 1650: 1630: 1580: 1560: 1524: 1498: 1446: 1412: 1379: 1346: 1317: 1294: 1270: 1250: 1214: 1185: 1158: 1129: 1109: 1085: 1065: 1002: 982: 955: 935: 915: 882: 860: 831: 806: 781: 756: 721: 681: 657: 619: 590: 559: 524: 488: 390: 306: 239: 219: 203:associated to the 189: 169: 140: 73: 49:harmonic functions 4470:Harmonic analysis 4223:Hyperbolic groups 4206:hyperbolic spaces 3990:{\displaystyle r} 3907: 3791:{\displaystyle r} 3735:{\displaystyle R} 3655: 3504:{\displaystyle v} 3480:{\displaystyle u} 3154:. The embedding 3142: 2944: 2850:{\displaystyle n} 2830:{\displaystyle y} 2810:{\displaystyle x} 2665:{\displaystyle G} 2509: 2448: 2425:{\displaystyle f} 2405:{\displaystyle x} 2270:{\displaystyle f} 2224: 2104: 2090:{\displaystyle G} 2050:{\displaystyle f} 1919:{\displaystyle G} 1703:then the measure 1297:{\displaystyle n} 1273:{\displaystyle *} 1132:{\displaystyle G} 1112:{\displaystyle m} 1097:step distribution 1005:{\displaystyle G} 958:{\displaystyle G} 918:{\displaystyle G} 486: 76:{\displaystyle f} 4487: 4456: 4439: 4416: 4407: 4390: 4364: 4361:Kaimanovich 2000 4358: 4352: 4349:Kaimanovich 2000 4346: 4340: 4334: 4328: 4325:Furstenberg 1963 4322: 4316: 4313:Kaimanovich 1996 4310: 4304: 4301:Kaimanovich 1996 4298: 4292: 4286: 4280: 4277:Kaimanovich 1996 4274: 4268: 4265:Kaimanovich 1996 4262: 4256: 4253:Kaimanovich 1996 4250: 4229:hyperbolic group 4183:Nilpotent groups 4172:harmonic measure 4169: 4167: 4166: 4161: 4159: 4158: 4127:symmetric spaces 4124: 4122: 4121: 4116: 4114: 4113: 4097: 4095: 4094: 4089: 4087: 4086: 4058: 4056: 4055: 4050: 4032: 4030: 4029: 4024: 3996: 3994: 3993: 3988: 3976: 3974: 3973: 3968: 3951: 3950: 3939: 3938: 3918: 3916: 3915: 3910: 3908: 3906: 3890: 3889: 3884: 3883: 3875: 3859: 3858: 3853: 3852: 3844: 3824: 3823: 3812: 3811: 3797: 3795: 3794: 3789: 3777: 3775: 3774: 3769: 3741: 3739: 3738: 3733: 3718: 3716: 3715: 3710: 3705: 3704: 3680: 3679: 3669: 3636: 3635: 3630: 3629: 3609: 3607: 3606: 3601: 3580: 3578: 3577: 3572: 3542: 3540: 3539: 3534: 3510: 3508: 3507: 3502: 3486: 3484: 3483: 3478: 3462: 3460: 3459: 3454: 3452: 3451: 3426: 3424: 3423: 3418: 3404: 3403: 3369: 3368: 3363: 3362: 3327: 3325: 3324: 3319: 3307: 3305: 3304: 3299: 3297: 3296: 3270: 3268: 3267: 3262: 3245: 3244: 3231: 3229: 3228: 3223: 3205: 3203: 3202: 3197: 3180: 3179: 3174: 3173: 3153: 3151: 3150: 3145: 3143: 3141: 3125: 3124: 3117: 3101: 3100: 3093: 3073: 3072: 3067: 3066: 3052: 3050: 3049: 3044: 3026: 3024: 3023: 3018: 2997: 2995: 2994: 2989: 2969: 2968: 2958: 2925: 2924: 2908: 2906: 2905: 2900: 2892: 2891: 2876: 2875: 2856: 2854: 2853: 2848: 2836: 2834: 2833: 2828: 2816: 2814: 2813: 2808: 2796: 2794: 2793: 2788: 2771: 2770: 2754: 2752: 2751: 2746: 2715: 2713: 2712: 2707: 2671: 2669: 2668: 2663: 2651: 2649: 2648: 2643: 2631: 2629: 2628: 2623: 2599: 2597: 2596: 2591: 2579: 2577: 2576: 2571: 2556: 2554: 2553: 2548: 2534: 2533: 2511: 2510: 2502: 2499: 2498: 2460: 2458: 2457: 2452: 2450: 2449: 2441: 2431: 2429: 2428: 2423: 2411: 2409: 2408: 2403: 2391: 2389: 2388: 2383: 2381: 2380: 2358: 2356: 2355: 2350: 2348: 2347: 2331: 2329: 2328: 2323: 2305: 2303: 2302: 2297: 2295: 2294: 2293: 2276: 2274: 2273: 2268: 2256: 2254: 2253: 2248: 2237:the function on 2236: 2234: 2233: 2228: 2226: 2225: 2217: 2207: 2205: 2204: 2199: 2194: 2193: 2171: 2169: 2168: 2163: 2118: 2096: 2094: 2093: 2088: 2076: 2074: 2073: 2068: 2056: 2054: 2053: 2048: 2023:weakly converges 2020: 2018: 2017: 2012: 2007: 2006: 1997: 1996: 1977: 1975: 1974: 1969: 1957: 1955: 1954: 1949: 1925: 1923: 1922: 1917: 1902: 1900: 1899: 1894: 1880: 1879: 1849: 1848: 1830: 1829: 1811:, meaning that 1810: 1808: 1807: 1802: 1778: 1776: 1775: 1770: 1768: 1767: 1762: 1749: 1747: 1746: 1741: 1729: 1727: 1726: 1721: 1719: 1718: 1702: 1700: 1699: 1694: 1682: 1680: 1679: 1674: 1659: 1657: 1656: 1651: 1639: 1637: 1636: 1631: 1626: 1625: 1620: 1611: 1610: 1609: 1589: 1587: 1586: 1581: 1569: 1567: 1566: 1561: 1536:Poisson boundary 1533: 1531: 1530: 1525: 1507: 1505: 1504: 1499: 1497: 1496: 1478: 1477: 1455: 1453: 1452: 1447: 1445: 1422:if there exists 1421: 1419: 1418: 1413: 1408: 1407: 1388: 1386: 1385: 1380: 1375: 1374: 1355: 1353: 1352: 1347: 1345: 1344: 1343: 1326: 1324: 1323: 1318: 1303: 1301: 1300: 1295: 1279: 1277: 1276: 1271: 1259: 1257: 1256: 1251: 1249: 1248: 1223: 1221: 1220: 1215: 1213: 1212: 1207: 1194: 1192: 1191: 1186: 1184: 1183: 1167: 1165: 1164: 1159: 1157: 1156: 1155: 1138: 1136: 1135: 1130: 1118: 1116: 1115: 1110: 1094: 1092: 1091: 1086: 1074: 1072: 1071: 1066: 1061: 1060: 1011: 1009: 1008: 1003: 991: 989: 988: 983: 981: 980: 964: 962: 961: 956: 944: 942: 941: 936: 924: 922: 921: 916: 891: 889: 888: 883: 881: 869: 867: 866: 861: 859: 840: 838: 837: 832: 830: 815: 813: 812: 807: 805: 790: 788: 787: 782: 780: 765: 763: 762: 757: 755: 754: 730: 728: 727: 722: 717: 716: 690: 688: 687: 682: 666: 664: 663: 658: 656: 655: 628: 626: 625: 620: 618: 599: 597: 596: 591: 589: 568: 566: 565: 560: 533: 531: 530: 525: 523: 497: 495: 494: 489: 487: 485: 484: 483: 478: 463: 457: 456: 455: 450: 441: 429: 399: 397: 396: 391: 355: 354: 353: 315: 313: 312: 307: 296: 288: 280: 263: 249:on the boundary 248: 246: 245: 240: 228: 226: 225: 220: 218: 198: 196: 195: 190: 178: 176: 175: 170: 149: 147: 146: 141: 130: 122: 114: 97: 82: 80: 79: 74: 31:associated to a 25:Poisson boundary 4495: 4494: 4490: 4489: 4488: 4486: 4485: 4484: 4460: 4459: 4373: 4368: 4367: 4359: 4355: 4351:, Theorem 10.7. 4347: 4343: 4335: 4331: 4323: 4319: 4311: 4307: 4299: 4295: 4287: 4283: 4275: 4271: 4263: 4259: 4251: 4247: 4242: 4225: 4194: 4185: 4180: 4148: 4144: 4142: 4139: 4138: 4135: 4109: 4105: 4103: 4100: 4099: 4082: 4078: 4064: 4061: 4060: 4038: 4035: 4034: 4018: 4015: 4014: 4003: 3982: 3979: 3978: 3940: 3934: 3933: 3932: 3924: 3921: 3920: 3885: 3879: 3878: 3877: 3876: 3854: 3848: 3847: 3846: 3845: 3843: 3813: 3807: 3806: 3805: 3803: 3800: 3799: 3783: 3780: 3779: 3751: 3748: 3747: 3746:and define for 3727: 3724: 3723: 3700: 3696: 3675: 3671: 3659: 3631: 3625: 3624: 3623: 3621: 3618: 3617: 3586: 3583: 3582: 3548: 3545: 3544: 3516: 3513: 3512: 3496: 3493: 3492: 3472: 3469: 3468: 3441: 3437: 3435: 3432: 3431: 3393: 3389: 3364: 3358: 3357: 3356: 3336: 3333: 3332: 3313: 3310: 3309: 3286: 3282: 3280: 3277: 3276: 3240: 3239: 3237: 3234: 3233: 3211: 3208: 3207: 3175: 3169: 3168: 3167: 3159: 3156: 3155: 3120: 3119: 3118: 3096: 3095: 3094: 3092: 3068: 3062: 3061: 3060: 3058: 3055: 3054: 3032: 3029: 3028: 3006: 3003: 3002: 2964: 2960: 2948: 2920: 2919: 2917: 2914: 2913: 2884: 2880: 2868: 2864: 2862: 2859: 2858: 2842: 2839: 2838: 2822: 2819: 2818: 2802: 2799: 2798: 2766: 2762: 2760: 2757: 2756: 2734: 2731: 2730: 2727: 2722: 2689: 2686: 2685: 2682:Markov operator 2678: 2657: 2654: 2653: 2637: 2634: 2633: 2605: 2602: 2601: 2585: 2582: 2581: 2565: 2562: 2561: 2529: 2525: 2501: 2500: 2494: 2490: 2473: 2470: 2469: 2463:Poisson formula 2440: 2439: 2437: 2434: 2433: 2417: 2414: 2413: 2397: 2394: 2393: 2376: 2372: 2364: 2361: 2360: 2343: 2339: 2337: 2334: 2333: 2311: 2308: 2307: 2289: 2288: 2284: 2282: 2279: 2278: 2262: 2259: 2258: 2242: 2239: 2238: 2216: 2215: 2213: 2210: 2209: 2189: 2185: 2177: 2174: 2173: 2108: 2102: 2099: 2098: 2097:, meaning that 2082: 2079: 2078: 2062: 2059: 2058: 2042: 2039: 2038: 2035: 2002: 1998: 1992: 1988: 1983: 1980: 1979: 1963: 1960: 1959: 1931: 1928: 1927: 1911: 1908: 1907: 1875: 1871: 1841: 1837: 1825: 1821: 1819: 1816: 1815: 1784: 1781: 1780: 1763: 1758: 1757: 1755: 1752: 1751: 1735: 1732: 1731: 1714: 1710: 1708: 1705: 1704: 1688: 1685: 1684: 1668: 1665: 1664: 1645: 1642: 1641: 1621: 1616: 1615: 1605: 1604: 1600: 1595: 1592: 1591: 1575: 1572: 1571: 1543: 1540: 1539: 1513: 1510: 1509: 1486: 1482: 1467: 1463: 1461: 1458: 1457: 1441: 1427: 1424: 1423: 1403: 1399: 1394: 1391: 1390: 1370: 1366: 1361: 1358: 1357: 1339: 1338: 1334: 1332: 1329: 1328: 1312: 1309: 1308: 1289: 1286: 1285: 1265: 1262: 1261: 1241: 1237: 1229: 1226: 1225: 1208: 1203: 1202: 1200: 1197: 1196: 1179: 1175: 1173: 1170: 1169: 1151: 1150: 1146: 1144: 1141: 1140: 1124: 1121: 1120: 1104: 1101: 1100: 1080: 1077: 1076: 1075:); the measure 1053: 1049: 1017: 1014: 1013: 997: 994: 993: 976: 972: 970: 967: 966: 950: 947: 946: 930: 927: 926: 910: 907: 906: 903: 898: 877: 875: 872: 871: 855: 853: 850: 849: 826: 821: 818: 817: 801: 796: 793: 792: 776: 771: 768: 767: 750: 746: 744: 741: 740: 712: 708: 700: 697: 696: 693:Brownian motion 676: 673: 672: 651: 647: 645: 642: 641: 635:Martin boundary 614: 609: 606: 605: 585: 574: 571: 570: 539: 536: 535: 519: 511: 508: 507: 479: 474: 473: 459: 458: 451: 446: 445: 437: 430: 428: 405: 402: 401: 349: 345: 341: 324: 321: 320: 292: 284: 276: 259: 254: 251: 250: 234: 231: 230: 214: 212: 209: 208: 205:PoincarĂ© metric 184: 181: 180: 155: 152: 151: 126: 118: 110: 93: 91: 88: 87: 68: 65: 64: 61: 53:Poisson formula 45:Martin boundary 17: 12: 11: 5: 4493: 4483: 4482: 4477: 4472: 4458: 4457: 4440: 4417: 4408: 4391: 4372: 4369: 4366: 4365: 4363:, Theorem 7.4. 4353: 4341: 4329: 4317: 4315:, Section 2.8. 4305: 4303:, Section 1.5. 4293: 4281: 4279:, Section 1.2. 4269: 4267:, Section 2.7. 4257: 4244: 4243: 4241: 4238: 4224: 4221: 4193: 4190: 4184: 4181: 4179: 4176: 4157: 4154: 4151: 4147: 4134: 4131: 4112: 4108: 4085: 4081: 4077: 4074: 4071: 4068: 4048: 4045: 4042: 4022: 4011:Green function 4002: 3999: 3986: 3977:is called the 3966: 3963: 3960: 3957: 3954: 3949: 3946: 3943: 3937: 3931: 3928: 3905: 3902: 3899: 3896: 3893: 3888: 3882: 3874: 3871: 3868: 3865: 3862: 3857: 3851: 3842: 3839: 3836: 3833: 3830: 3827: 3822: 3819: 3816: 3810: 3787: 3767: 3764: 3761: 3758: 3755: 3731: 3720: 3719: 3708: 3703: 3699: 3695: 3692: 3689: 3686: 3683: 3678: 3674: 3668: 3665: 3662: 3658: 3654: 3651: 3648: 3645: 3642: 3639: 3634: 3628: 3599: 3596: 3593: 3590: 3570: 3567: 3564: 3561: 3558: 3555: 3552: 3532: 3529: 3526: 3523: 3520: 3500: 3487:is said to be 3476: 3450: 3447: 3444: 3440: 3428: 3427: 3416: 3413: 3410: 3407: 3402: 3399: 3396: 3392: 3388: 3384: 3381: 3378: 3375: 3372: 3367: 3361: 3355: 3352: 3349: 3346: 3343: 3340: 3317: 3295: 3292: 3289: 3285: 3260: 3257: 3254: 3251: 3248: 3243: 3221: 3218: 3215: 3195: 3192: 3189: 3186: 3183: 3178: 3172: 3166: 3163: 3140: 3137: 3134: 3131: 3128: 3123: 3116: 3113: 3110: 3107: 3104: 3099: 3091: 3088: 3085: 3082: 3079: 3076: 3071: 3065: 3042: 3039: 3036: 3027:. Fix a point 3016: 3013: 3010: 2999: 2998: 2987: 2984: 2981: 2978: 2975: 2972: 2967: 2963: 2957: 2954: 2951: 2947: 2943: 2940: 2937: 2934: 2931: 2928: 2923: 2898: 2895: 2890: 2887: 2883: 2879: 2874: 2871: 2867: 2846: 2826: 2806: 2786: 2783: 2780: 2777: 2774: 2769: 2765: 2744: 2741: 2738: 2726: 2723: 2721: 2718: 2705: 2702: 2699: 2696: 2693: 2677: 2674: 2672:are constant. 2661: 2641: 2621: 2618: 2615: 2612: 2609: 2589: 2569: 2558: 2557: 2546: 2543: 2540: 2537: 2532: 2528: 2524: 2520: 2517: 2514: 2508: 2505: 2497: 2493: 2489: 2486: 2483: 2480: 2477: 2447: 2444: 2421: 2401: 2379: 2375: 2371: 2368: 2346: 2342: 2321: 2318: 2315: 2292: 2287: 2266: 2246: 2223: 2220: 2197: 2192: 2188: 2184: 2181: 2161: 2158: 2155: 2152: 2149: 2146: 2143: 2140: 2137: 2134: 2131: 2128: 2125: 2122: 2117: 2114: 2111: 2107: 2086: 2066: 2046: 2034: 2031: 2021:almost surely 2010: 2005: 2001: 1995: 1991: 1987: 1967: 1947: 1944: 1941: 1938: 1935: 1915: 1904: 1903: 1892: 1889: 1886: 1883: 1878: 1874: 1870: 1867: 1864: 1861: 1858: 1855: 1852: 1847: 1844: 1840: 1836: 1833: 1828: 1824: 1800: 1797: 1794: 1791: 1788: 1766: 1761: 1739: 1717: 1713: 1692: 1672: 1649: 1629: 1624: 1619: 1614: 1608: 1603: 1599: 1579: 1559: 1556: 1553: 1550: 1547: 1523: 1520: 1517: 1495: 1492: 1489: 1485: 1481: 1476: 1473: 1470: 1466: 1444: 1440: 1437: 1434: 1431: 1411: 1406: 1402: 1398: 1378: 1373: 1369: 1365: 1342: 1337: 1316: 1293: 1269: 1247: 1244: 1240: 1236: 1233: 1211: 1206: 1182: 1178: 1154: 1149: 1128: 1108: 1095:is called the 1084: 1064: 1059: 1056: 1052: 1048: 1045: 1042: 1039: 1036: 1033: 1030: 1027: 1024: 1021: 1001: 979: 975: 954: 934: 914: 902: 899: 897: 894: 880: 858: 846:Fuchsian group 829: 825: 804: 800: 779: 775: 753: 749: 720: 715: 711: 707: 704: 680: 671:associated to 669:Markov process 654: 650: 617: 613: 602:extreme points 588: 584: 581: 578: 558: 555: 552: 549: 546: 543: 522: 518: 515: 506:holds for all 504: 503: 500:Poisson kernel 482: 477: 472: 469: 466: 462: 454: 449: 444: 440: 436: 433: 427: 424: 421: 418: 415: 412: 409: 389: 386: 383: 380: 377: 373: 370: 367: 364: 361: 358: 352: 348: 344: 340: 337: 334: 331: 328: 305: 302: 299: 295: 291: 287: 283: 279: 275: 272: 269: 266: 262: 258: 238: 217: 188: 168: 165: 162: 159: 139: 136: 133: 129: 125: 121: 117: 113: 109: 106: 103: 100: 96: 72: 60: 57: 15: 9: 6: 4: 3: 2: 4492: 4481: 4478: 4476: 4473: 4471: 4468: 4467: 4465: 4454: 4450: 4446: 4441: 4437: 4433: 4429: 4426: 4425: 4418: 4415:. Birkhäuser. 4414: 4409: 4405: 4401: 4397: 4392: 4388: 4384: 4380: 4375: 4374: 4362: 4357: 4350: 4345: 4338: 4333: 4326: 4321: 4314: 4309: 4302: 4297: 4291:, Chapter VI. 4290: 4285: 4278: 4273: 4266: 4261: 4254: 4249: 4245: 4237: 4234: 4230: 4220: 4218: 4214: 4213:Zariski-dense 4209: 4207: 4203: 4199: 4189: 4175: 4173: 4155: 4152: 4149: 4145: 4130: 4128: 4110: 4106: 4083: 4079: 4075: 4072: 4069: 4066: 4046: 4043: 4012: 4008: 3998: 3984: 3961: 3958: 3955: 3947: 3944: 3941: 3926: 3900: 3897: 3894: 3886: 3869: 3866: 3863: 3855: 3840: 3834: 3831: 3828: 3820: 3817: 3814: 3785: 3765: 3762: 3759: 3756: 3753: 3745: 3729: 3706: 3701: 3697: 3690: 3687: 3684: 3676: 3672: 3666: 3663: 3660: 3656: 3652: 3646: 3643: 3640: 3632: 3616: 3615: 3614: 3611: 3597: 3594: 3591: 3588: 3565: 3562: 3559: 3553: 3550: 3543:there exists 3530: 3527: 3524: 3521: 3518: 3498: 3490: 3474: 3466: 3448: 3445: 3442: 3438: 3430:The measures 3414: 3408: 3400: 3397: 3394: 3390: 3386: 3379: 3376: 3373: 3365: 3353: 3350: 3344: 3338: 3331: 3330: 3329: 3293: 3290: 3287: 3283: 3272: 3255: 3252: 3249: 3216: 3213: 3190: 3187: 3184: 3176: 3161: 3135: 3132: 3129: 3111: 3108: 3105: 3089: 3083: 3080: 3077: 3069: 3040: 3037: 3034: 3014: 3011: 3008: 2985: 2979: 2976: 2973: 2965: 2961: 2955: 2952: 2949: 2945: 2941: 2935: 2932: 2929: 2912: 2911: 2910: 2893: 2888: 2885: 2881: 2872: 2869: 2865: 2844: 2824: 2804: 2781: 2778: 2775: 2767: 2763: 2742: 2739: 2736: 2717: 2703: 2700: 2697: 2691: 2683: 2673: 2659: 2639: 2616: 2613: 2610: 2567: 2544: 2538: 2530: 2526: 2522: 2515: 2503: 2491: 2487: 2481: 2475: 2468: 2467: 2466: 2464: 2442: 2419: 2399: 2377: 2373: 2369: 2366: 2344: 2340: 2319: 2316: 2313: 2285: 2264: 2218: 2190: 2186: 2179: 2156: 2150: 2147: 2141: 2135: 2129: 2126: 2120: 2115: 2112: 2109: 2105: 2084: 2064: 2044: 2030: 2028: 2024: 2008: 2003: 1993: 1989: 1965: 1942: 1939: 1936: 1913: 1890: 1884: 1876: 1872: 1868: 1862: 1856: 1850: 1845: 1842: 1838: 1831: 1826: 1822: 1814: 1813: 1812: 1795: 1792: 1789: 1764: 1715: 1711: 1690: 1670: 1661: 1647: 1622: 1612: 1601: 1554: 1551: 1548: 1537: 1521: 1518: 1515: 1493: 1490: 1487: 1483: 1479: 1474: 1471: 1468: 1464: 1438: 1435: 1432: 1429: 1404: 1400: 1371: 1367: 1335: 1314: 1307: 1291: 1283: 1267: 1245: 1242: 1238: 1234: 1231: 1209: 1180: 1176: 1147: 1126: 1106: 1098: 1082: 1057: 1054: 1050: 1046: 1040: 1037: 1031: 1028: 1025: 1019: 999: 977: 973: 952: 932: 912: 893: 847: 842: 751: 747: 738: 734: 713: 709: 702: 694: 670: 652: 648: 638: 636: 632: 603: 579: 576: 553: 550: 547: 541: 516: 513: 501: 480: 470: 467: 464: 452: 442: 434: 431: 425: 419: 416: 413: 407: 384: 378: 375: 368: 365: 362: 356: 342: 338: 332: 326: 319: 318: 317: 300: 297: 289: 281: 273: 270: 264: 236: 206: 202: 166: 163: 160: 134: 131: 123: 115: 107: 104: 98: 86: 70: 56: 54: 50: 46: 42: 38: 34: 30: 29:measure space 26: 22: 4445:Ann. of Math 4444: 4427: 4423: 4421: 4412: 4396:Ann. of Math 4395: 4378: 4356: 4344: 4332: 4320: 4308: 4296: 4284: 4272: 4260: 4248: 4226: 4210: 4195: 4186: 4171: 4137:The measure 4136: 4004: 3744:power series 3721: 3612: 3488: 3464: 3429: 3273: 3000: 2857:steps, i.e. 2728: 2681: 2679: 2559: 2462: 2036: 1926:-set with a 1905: 1662: 1535: 1096: 904: 843: 737:Wiener space 639: 634: 630: 505: 499: 62: 44: 24: 18: 1282:convolution 33:random walk 21:mathematics 4464:Categories 4379:Forum Math 4371:References 3722:Denote by 3581:such that 2027:Dirac mass 1456:such that 896:Definition 848:acting on 733:martingale 691:(i.e. the 150:(that is, 37:asymptotic 4198:Lie group 4146:ν 4107:λ 4080:λ 4076:≤ 4073:λ 4070:≤ 4047:λ 4041:Δ 4021:Δ 3956:⋅ 3930:↦ 3763:≤ 3757:≤ 3664:≥ 3657:∑ 3554:∈ 3528:≤ 3522:≤ 3439:ν 3409:γ 3391:ν 3380:γ 3354:∫ 3316:Γ 3284:ν 3256:γ 3250:⋅ 3220:Γ 3217:∈ 3214:γ 3185:⋅ 3165:↦ 3038:∈ 2953:≥ 2946:∑ 2886:− 2870:∗ 2866:μ 2743:μ 2701:∗ 2698:μ 2695:↦ 2640:μ 2617:μ 2588:Γ 2568:μ 2539:γ 2527:ν 2516:γ 2507:^ 2496:Γ 2492:∫ 2446:^ 2374:δ 2367:θ 2341:ν 2317:∈ 2245:Γ 2222:^ 2136:μ 2113:∈ 2106:∑ 2065:μ 2009:ν 2004:∗ 1966:ν 1943:μ 1877:θ 1873:ν 1857:μ 1843:− 1832:ν 1823:∫ 1796:μ 1765:θ 1738:Γ 1716:θ 1712:ν 1691:μ 1671:θ 1648:∼ 1578:Γ 1555:μ 1519:≥ 1439:∈ 1315:∼ 1268:∗ 1243:∗ 1239:μ 1235:∗ 1083:μ 1055:− 1041:μ 933:μ 824:∂ 799:∂ 774:∂ 679:Δ 612:∂ 583:∂ 580:∈ 577:ξ 554:ξ 548:⋅ 517:∈ 468:− 465:ξ 435:− 420:ξ 385:ξ 379:μ 369:ξ 347:∂ 343:∫ 274:∈ 257:∂ 237:μ 187:Δ 158:Δ 108:∈ 85:unit disc 4178:Examples 2332:and let 1508:for all 1280:denotes 4453:1815698 4436:1411218 4404:0146298 4387:1269841 4217:lattice 3489:minimal 3465:minimal 1260:(where 667:is the 498:is the 199:is the 83:on the 4451:  4434:  4402:  4385:  4098:where 4005:For a 2412:). If 400:where 179:where 23:, the 4240:Notes 3511:with 2057:be a 2025:to a 27:is a 4233:ends 4059:for 3778:the 2729:Let 2037:Let 905:Let 569:for 132:< 3308:on 2837:in 2817:to 1730:on 1663:If 1538:of 1389:to 1327:on 992:on 637:). 207:on 19:In 4466:: 4449:MR 4432:MR 4400:MR 4383:MR 3610:. 3271:. 2465:: 2029:. 1660:. 892:. 55:. 4455:. 4438:. 4424:Z 4406:. 4389:. 4339:. 4327:. 4255:. 4156:1 4153:, 4150:o 4111:0 4084:0 4067:0 4044:+ 3985:r 3965:) 3962:y 3959:, 3953:( 3948:r 3945:, 3942:o 3936:K 3927:y 3904:) 3901:y 3898:, 3895:o 3892:( 3887:r 3881:G 3873:) 3870:y 3867:, 3864:x 3861:( 3856:r 3850:G 3841:= 3838:) 3835:y 3832:, 3829:x 3826:( 3821:r 3818:, 3815:o 3809:K 3786:r 3766:R 3760:r 3754:1 3730:R 3707:. 3702:n 3698:r 3694:) 3691:y 3688:, 3685:x 3682:( 3677:n 3673:p 3667:1 3661:n 3653:= 3650:) 3647:y 3644:, 3641:x 3638:( 3633:r 3627:G 3598:u 3595:c 3592:= 3589:v 3569:] 3566:1 3563:, 3560:0 3557:[ 3551:c 3531:u 3525:v 3519:0 3499:v 3475:u 3449:f 3446:, 3443:o 3415:. 3412:) 3406:( 3401:f 3398:, 3395:o 3387:d 3383:) 3377:, 3374:x 3371:( 3366:o 3360:K 3351:= 3348:) 3345:x 3342:( 3339:f 3294:f 3291:, 3288:o 3259:) 3253:, 3247:( 3242:K 3194:) 3191:y 3188:, 3182:( 3177:o 3171:K 3162:y 3139:) 3136:y 3133:, 3130:o 3127:( 3122:G 3115:) 3112:y 3109:, 3106:x 3103:( 3098:G 3090:= 3087:) 3084:y 3081:, 3078:x 3075:( 3070:o 3064:K 3041:G 3035:o 3015:y 3012:, 3009:x 2986:. 2983:) 2980:y 2977:, 2974:x 2971:( 2966:n 2962:p 2956:1 2950:n 2942:= 2939:) 2936:y 2933:, 2930:x 2927:( 2922:G 2897:) 2894:y 2889:1 2882:x 2878:( 2873:n 2845:n 2825:y 2805:x 2785:) 2782:y 2779:, 2776:x 2773:( 2768:n 2764:p 2740:, 2737:G 2704:f 2692:f 2660:G 2620:) 2614:, 2611:G 2608:( 2545:. 2542:) 2536:( 2531:x 2523:d 2519:) 2513:( 2504:f 2488:= 2485:) 2482:x 2479:( 2476:f 2443:f 2420:f 2400:x 2378:x 2370:= 2345:x 2320:G 2314:x 2291:N 2286:G 2265:f 2219:f 2196:) 2191:t 2187:X 2183:( 2180:f 2160:) 2157:g 2154:( 2151:f 2148:= 2145:) 2142:h 2139:( 2133:) 2130:g 2127:h 2124:( 2121:f 2116:G 2110:h 2085:G 2045:f 2000:) 1994:t 1990:X 1986:( 1946:) 1940:, 1937:G 1934:( 1914:G 1891:. 1888:) 1885:A 1882:( 1869:= 1866:) 1863:g 1860:( 1854:) 1851:A 1846:1 1839:g 1835:( 1827:G 1799:) 1793:, 1790:G 1787:( 1760:P 1628:) 1623:m 1618:P 1613:, 1607:N 1602:G 1598:( 1558:) 1552:, 1549:G 1546:( 1522:0 1516:t 1494:m 1491:+ 1488:t 1484:y 1480:= 1475:n 1472:+ 1469:t 1465:x 1443:N 1436:m 1433:, 1430:n 1410:) 1405:t 1401:y 1397:( 1377:) 1372:t 1368:x 1364:( 1341:N 1336:G 1292:n 1246:n 1232:m 1210:m 1205:P 1181:t 1177:X 1153:N 1148:G 1127:G 1107:m 1063:) 1058:1 1051:y 1047:x 1044:( 1038:= 1035:) 1032:y 1029:, 1026:x 1023:( 1020:p 1000:G 978:t 974:X 953:G 913:G 879:D 857:D 828:D 803:D 778:D 752:t 748:W 719:) 714:t 710:W 706:( 703:f 653:t 649:W 616:D 587:D 557:) 551:, 545:( 542:K 521:D 514:z 502:, 481:2 476:| 471:z 461:| 453:2 448:| 443:z 439:| 432:1 426:= 423:) 417:, 414:z 411:( 408:K 388:) 382:( 376:d 372:) 366:, 363:z 360:( 357:K 351:D 339:= 336:) 333:z 330:( 327:f 304:} 301:1 298:= 294:| 290:z 286:| 282:: 278:C 271:z 268:{ 265:= 261:D 216:D 167:0 164:= 161:f 138:} 135:1 128:| 124:z 120:| 116:: 112:C 105:z 102:{ 99:= 95:D 71:f

Index

mathematics
measure space
random walk
asymptotic
boundary in the topological sense
harmonic functions
Poisson formula
unit disc
Laplace–Beltrami operator
Poincaré metric
extreme points
Markov process
Brownian motion
martingale
Wiener space
Fuchsian group
convolution
equivalence relation
weakly converges
Dirac mass
power series
Riemannian manifold
Green function
symmetric spaces
Lie group
Furstenberg boundary
hyperbolic spaces
Zariski-dense
lattice
hyperbolic group

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