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Poisson boundary

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4215:. 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 4246:
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.
4242:, 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 4198:
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.
3928: 881:. 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 3163: 3436: 2566: 409: 3728: 3285:
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
333: 3630: 263: 1828: 2926: 4490: 4219:) the full Martin boundary is the same as the minimal Martin boundary (the situation in higher-rank groups is more complicated). 414: 100: 3933: 4388:
Ballmann, Werner; Ledrappier, François (1994). "The Poisson boundary for rank one manifolds and their cocompact lattices".
3168: 1604: 777:. Thus the Poisson formula identifies this measured space with the Martin boundary constructed above, and ultimately to 4211:(with step distribution absolutely continuous with respect to the Haar measure) the Poisson boundary is equal to the 4073: 2111: 3246: 583: 54:. However, in the case where the random walk is on a topological space the Poisson boundary can be related to the 852:
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
58:, which is an analytic construction yielding a genuine topological boundary. Both boundaries are related to 830: 805: 780: 618: 1026: 4441:. London Math. Soc. Lecture Note Ser. Vol. 228. Cambridge Univ. Press, Cambridge. pp. 127–176. 4227: 3478:
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.
4044:. In this case there is again a whole family of Martin compactifications associated to the operators 2698: 1992: 1470: 3923:{\displaystyle {\mathcal {K}}_{o,r}(x,y)={\frac {{\mathcal {G}}_{r}(x,y)}{{\mathcal {G}}_{r}(o,y)}}} 3624:
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
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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
404:{\displaystyle f(z)=\int _{\partial \mathbb {D} }K(z,\xi )\,d\mu (\xi )} 3723:{\displaystyle {\mathcal {G}}_{r}(x,y)=\sum _{n\geq 1}p_{n}(x,y)r^{n}.} 2037: 4208: 95: 2695:
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
1023:(a discrete-time Markov process whose transition probabilities are 706:
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
1907:{\displaystyle \int _{G}\nu (g^{-1}A)\mu (g)=\nu _{\theta }(A).} 651:
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
746:, and as such converges almost everywhere to a function on the 3002:{\displaystyle {\mathcal {G}}(x,y)=\sum _{n\geq 1}p_{n}(x,y).} 4011: 502:{\displaystyle K(z,\xi )={\frac {1-|z|^{2}}{|\xi -z|^{2}}}} 154:{\displaystyle \mathbb {D} =\{z\in \mathbb {C} :|z|<1\}} 4230:, is also equal to the Furstenberg boundary of the group. 2288:
along a trajectory (this is defined almost everywhere on
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The Poisson boundary of a random walk on a discrete group
3981:{\displaystyle y\mapsto {\mathcal {K}}_{o,r}(\cdot ,y)} 2370:
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 537: 501: 403: 319: 252: 232: 202: 182: 153: 86: 1545:(the two trajectories have the same "tail"). The 4472: 4102:{\displaystyle 0\leq \lambda \leq \lambda _{0}} 2176:{\displaystyle \sum _{h\in G}f(hg)\mu (h)=f(g)} 3275:{\displaystyle {\mathcal {K}}(\cdot ,\gamma )} 2268:obtained by taking the limit of the values of 4392:. Vol. 6, no. 3. pp. 301–313. 976:, which will be used to define a random walk 604:{\displaystyle \xi \in \partial \mathbb {D} } 314: 278: 148: 112: 4453: 4430: 4404: 4371: 4359: 4335: 4323: 4311: 4287: 4275: 4263: 1989:, satisfying the additional condition that 2766:be a random walk on a discrete group. Let 3396: 2532: 2301: 1770: 1628: 1617: 1453: 1351: 1215: 1163: 889: 867: 838: 813: 788: 626: 597: 531: 385: 361: 288: 271: 226: 122: 105: 46:. It is an object designed to encode the 4012:Martin boundary of a Riemannian manifold 3339:such that a Poisson-like formula holds: 2611:. In particular the Poisson boundary of 750:of possible (infinite) trajectories for 62:on the space via generalisations of the 3243:is usually represented by the notation 14: 4473: 4458:. 2. Vol. 152. pp. 659–692. 2730: 2043: 1783:{\displaystyle \mathbb {P} _{\theta }} 4424:Compactifications of symmetric spaces 4409:. 2. Vol. 77. pp. 335–386. 2920:. The Green kernel is by definition: 2686: 2571:This establishes a bijection between 845:{\displaystyle \partial \mathbb {D} } 820:{\displaystyle \partial \mathbb {D} } 795:{\displaystyle \partial \mathbb {D} } 633:{\displaystyle \partial \mathbb {D} } 4233: 1079:{\displaystyle p(x,y)=\mu (xy^{-1})} 640:leads to the more general notion of 4193: 2736:Martin boundary of a discrete group 2443:is either positive or bounded then 2396:{\displaystyle \theta =\delta _{x}} 1460:{\displaystyle n,m\in \mathbb {N} } 24: 4051: 4031: 3946: 3891: 3860: 3819: 3753:the radius of convergence of this 3637: 3370: 3326: 3252: 3236:{\displaystyle \gamma \in \Gamma } 3230: 3181: 3132: 3108: 3074: 3064:and define the Martin kernel by: 2932: 2913:{\displaystyle \mu ^{*n}(x^{-1}y)} 2598: 2506: 2255: 1748: 1588: 834: 809: 784: 689: 622: 593: 357: 267: 197: 168: 25: 4502: 4207:For random walks on a semisimple 4203:Lie groups and discrete subgroups 4024:of the Laplace–Beltrami operator 2691:The general setting is that of a 1790:. It is a stationary measure for 538:{\displaystyle z\in \mathbb {D} } 52:boundary in the topological sense 4063:{\displaystyle \Delta +\lambda } 2310:{\displaystyle G^{\mathbb {N} }} 1360:{\displaystyle G^{\mathbb {N} }} 1228:{\displaystyle \mathbb {P} _{m}} 1172:{\displaystyle G^{\mathbb {N} }} 644:(which in this case is the full 240:) there exists a unique measure 70:The case of the hyperbolic plane 4348:Guivarc'h, Ji & Taylor 1998 4300:Guivarc'h, Ji & Taylor 1998 3930:. The closure of the embedding 2808:be the probability to get from 2720:{\displaystyle f\mapsto \mu *f} 2025:{\displaystyle (X_{t})_{*}\nu } 1761:obtained as the pushforward of 1512:{\displaystyle x_{t+n}=y_{t+m}} 4491:Compactification (mathematics) 3975: 3963: 3940: 3914: 3902: 3883: 3871: 3848: 3836: 3704: 3692: 3660: 3648: 3579: 3567: 3422: 3416: 3393: 3381: 3358: 3352: 3269: 3257: 3204: 3192: 3175: 3149: 3137: 3125: 3113: 3097: 3085: 2993: 2981: 2949: 2937: 2907: 2888: 2795: 2783: 2705: 2630: 2618: 2552: 2546: 2529: 2523: 2517: 2495: 2489: 2456: 2232: 2206: 2193: 2170: 2164: 2155: 2149: 2143: 2134: 2010: 1996: 1956: 1944: 1898: 1892: 1876: 1870: 1864: 1845: 1809: 1797: 1734:{\displaystyle \nu _{\theta }} 1638: 1608: 1568: 1556: 1420: 1407: 1387: 1374: 1073: 1054: 1045: 1033: 729: 716: 573:{\displaystyle K(\cdot ,\xi )} 567: 555: 486: 471: 458: 449: 433: 421: 398: 392: 382: 370: 346: 340: 304: 296: 138: 130: 13: 1: 4381: 3782:{\displaystyle 1\leq r\leq R} 3547:{\displaystyle 0\leq v\leq u} 3502:if for any harmonic function 906: 4439:actions (Warwick, 1993–1994) 4129:{\displaystyle \lambda _{0}} 1651:by the equivalence relation 1601:obtained as the quotient of 896:{\displaystyle \mathbb {D} } 874:{\displaystyle \mathbb {D} } 233:{\displaystyle \mathbb {D} } 7: 4188: 2472:is as well and we have the 2183:. Then the random variable 1581:is then the measured space 1264:{\displaystyle m*\mu ^{*n}} 10: 4507: 4222:The Poisson boundary of a 4174:{\displaystyle \nu _{o,1}} 4008:-Martin compactification. 3467:{\displaystyle \nu _{o,f}} 3312:{\displaystyle \nu _{o,f}} 2801:{\displaystyle p_{n}(x,y)} 2465:{\displaystyle {\hat {f}}} 2317:and shift-invariant). Let 2241:{\displaystyle {\hat {f}}} 1206:is endowed with a measure 827:). This interpretation of 611:are up to scaling all the 183:{\displaystyle \Delta f=0} 1315:steps). There is also an 1110:for the random walk. Let 956:a probability measure on 212:Laplace–Beltrami operator 4250: 2636:{\displaystyle (G,\mu )} 2363:{\displaystyle \nu _{x}} 2212:{\displaystyle f(X_{t})} 1962:{\displaystyle (G,\mu )} 1815:{\displaystyle (G,\mu )} 1574:{\displaystyle (G,\mu )} 936:be a discrete group and 735:{\displaystyle f(W_{t})} 327:such that the equality 4037:{\displaystyle \Delta } 3332:{\displaystyle \Gamma } 2663:-harmonic functions on 2604:{\displaystyle \Gamma } 2261:{\displaystyle \Gamma } 1754:{\displaystyle \Gamma } 1687:{\displaystyle \theta } 1594:{\displaystyle \Gamma } 1538:{\displaystyle t\geq 0} 1426:{\displaystyle (y_{t})} 1393:{\displaystyle (x_{t})} 695:{\displaystyle \Delta } 642:minimal Martin boundary 203:{\displaystyle \Delta } 4238:For random walks on a 4175: 4130: 4103: 4064: 4038: 4002: 3982: 3924: 3803: 3783: 3747: 3724: 3615: 3586: 3548: 3516: 3492: 3468: 3432: 3333: 3313: 3276: 3237: 3211: 3159: 3058: 3057:{\displaystyle o\in G} 3032: 3003: 2914: 2862: 2842: 2822: 2802: 2760: 2759:{\displaystyle G,\mu } 2721: 2677: 2657: 2637: 2605: 2585: 2562: 2466: 2437: 2417: 2397: 2364: 2337: 2336:{\displaystyle x\in G} 2311: 2282: 2262: 2242: 2213: 2177: 2102: 2088:-harmonic function on 2082: 2062: 2026: 1983: 1963: 1931: 1908: 1816: 1784: 1755: 1735: 1708: 1688: 1665: 1645: 1595: 1575: 1539: 1513: 1461: 1427: 1394: 1361: 1332: 1309: 1285: 1265: 1229: 1200: 1173: 1144: 1130:be another measure on 1124: 1100: 1080: 1017: 997: 970: 950: 930: 897: 875: 846: 821: 796: 771: 736: 696: 672: 634: 605: 574: 539: 503: 405: 321: 254: 234: 204: 184: 155: 88: 4176: 4140:of non-compact type. 4131: 4104: 4065: 4039: 4003: 3983: 3925: 3804: 3784: 3748: 3725: 3616: 3587: 3585:{\displaystyle c\in } 3549: 3517: 3493: 3474:are supported on the 3469: 3433: 3334: 3314: 3277: 3238: 3212: 3160: 3059: 3033: 3004: 2915: 2863: 2843: 2823: 2803: 2761: 2722: 2678: 2658: 2638: 2606: 2586: 2563: 2467: 2438: 2418: 2398: 2365: 2338: 2312: 2283: 2263: 2243: 2214: 2178: 2103: 2083: 2063: 2027: 1984: 1964: 1932: 1909: 1817: 1785: 1756: 1736: 1709: 1689: 1666: 1664:{\displaystyle \sim } 1646: 1596: 1576: 1540: 1514: 1462: 1428: 1395: 1362: 1333: 1331:{\displaystyle \sim } 1310: 1286: 1266: 1235:whose marginales are 1230: 1201: 1199:{\displaystyle X_{t}} 1174: 1145: 1125: 1101: 1081: 1018: 998: 996:{\displaystyle X_{t}} 971: 951: 931: 898: 876: 847: 822: 797: 772: 770:{\displaystyle W_{t}} 742:is a continuous-time 737: 697: 673: 671:{\displaystyle W_{t}} 635: 606: 575: 540: 504: 406: 322: 255: 235: 205: 185: 156: 89: 4486:Stochastic processes 4213:Furstenberg boundary 4152: 4113: 4074: 4048: 4028: 3992: 3934: 3813: 3793: 3761: 3737: 3631: 3614:{\displaystyle v=cu} 3596: 3558: 3526: 3506: 3482: 3445: 3346: 3323: 3290: 3247: 3221: 3169: 3068: 3042: 3016: 2927: 2872: 2852: 2832: 2812: 2770: 2744: 2699: 2667: 2656:{\displaystyle \mu } 2647: 2615: 2595: 2584:{\displaystyle \mu } 2575: 2483: 2447: 2427: 2407: 2374: 2347: 2321: 2292: 2272: 2252: 2223: 2187: 2112: 2092: 2081:{\displaystyle \mu } 2072: 2052: 1993: 1982:{\displaystyle \nu } 1973: 1969:-stationary measure 1941: 1921: 1829: 1794: 1765: 1745: 1718: 1707:{\displaystyle \mu } 1698: 1678: 1655: 1605: 1585: 1553: 1523: 1471: 1437: 1404: 1371: 1342: 1322: 1317:equivalence relation 1299: 1275: 1239: 1210: 1183: 1179:of trajectories for 1154: 1134: 1114: 1099:{\displaystyle \mu } 1090: 1027: 1007: 980: 960: 949:{\displaystyle \mu } 940: 920: 885: 863: 831: 806: 781: 754: 710: 686: 655: 619: 584: 549: 521: 415: 334: 264: 253:{\displaystyle \mu } 244: 222: 194: 165: 101: 78: 4018:Riemannian manifold 3031:{\displaystyle x,y} 2731:The Martin boundary 2403:(the Dirac mass at 2044:The Poisson formula 1367:, which identifies 4433:Ergodic theory of 4171: 4126: 4099: 4060: 4034: 3998: 3978: 3920: 3809:-Martin kernel by 3799: 3779: 3743: 3720: 3681: 3611: 3582: 3544: 3512: 3488: 3464: 3428: 3329: 3309: 3272: 3233: 3207: 3155: 3054: 3028: 2999: 2970: 2910: 2858: 2838: 2818: 2798: 2756: 2717: 2687:General definition 2673: 2653: 2633: 2601: 2581: 2558: 2462: 2433: 2413: 2393: 2360: 2333: 2307: 2278: 2258: 2238: 2209: 2173: 2130: 2098: 2078: 2058: 2022: 1979: 1959: 1927: 1904: 1812: 1780: 1751: 1731: 1704: 1684: 1661: 1641: 1591: 1571: 1535: 1509: 1457: 1423: 1390: 1357: 1328: 1305: 1281: 1261: 1225: 1196: 1169: 1140: 1120: 1096: 1076: 1013: 993: 966: 946: 926: 893: 871: 842: 817: 792: 767: 732: 692: 668: 630: 601: 570: 535: 499: 401: 317: 250: 230: 214:associated to the 200: 180: 151: 84: 60:harmonic functions 4481:Harmonic analysis 4234:Hyperbolic groups 4217:hyperbolic spaces 4001:{\displaystyle r} 3918: 3802:{\displaystyle r} 3746:{\displaystyle R} 3666: 3515:{\displaystyle v} 3491:{\displaystyle u} 3165:. The embedding 3153: 2955: 2861:{\displaystyle n} 2841:{\displaystyle y} 2821:{\displaystyle x} 2676:{\displaystyle G} 2520: 2459: 2436:{\displaystyle f} 2416:{\displaystyle x} 2281:{\displaystyle f} 2235: 2115: 2101:{\displaystyle G} 2061:{\displaystyle f} 1930:{\displaystyle G} 1714:then the measure 1308:{\displaystyle n} 1284:{\displaystyle *} 1143:{\displaystyle G} 1123:{\displaystyle m} 1108:step distribution 1016:{\displaystyle G} 969:{\displaystyle G} 929:{\displaystyle G} 497: 87:{\displaystyle f} 16:(Redirected from 4498: 4467: 4450: 4427: 4418: 4401: 4375: 4372:Kaimanovich 2000 4369: 4363: 4360:Kaimanovich 2000 4357: 4351: 4345: 4339: 4336:Furstenberg 1963 4333: 4327: 4324:Kaimanovich 1996 4321: 4315: 4312:Kaimanovich 1996 4309: 4303: 4297: 4291: 4288:Kaimanovich 1996 4285: 4279: 4276:Kaimanovich 1996 4273: 4267: 4264:Kaimanovich 1996 4261: 4240:hyperbolic group 4194:Nilpotent groups 4183:harmonic measure 4180: 4178: 4177: 4172: 4170: 4169: 4138:symmetric spaces 4135: 4133: 4132: 4127: 4125: 4124: 4108: 4106: 4105: 4100: 4098: 4097: 4069: 4067: 4066: 4061: 4043: 4041: 4040: 4035: 4007: 4005: 4004: 3999: 3987: 3985: 3984: 3979: 3962: 3961: 3950: 3949: 3929: 3927: 3926: 3921: 3919: 3917: 3901: 3900: 3895: 3894: 3886: 3870: 3869: 3864: 3863: 3855: 3835: 3834: 3823: 3822: 3808: 3806: 3805: 3800: 3788: 3786: 3785: 3780: 3752: 3750: 3749: 3744: 3729: 3727: 3726: 3721: 3716: 3715: 3691: 3690: 3680: 3647: 3646: 3641: 3640: 3620: 3618: 3617: 3612: 3591: 3589: 3588: 3583: 3553: 3551: 3550: 3545: 3521: 3519: 3518: 3513: 3497: 3495: 3494: 3489: 3473: 3471: 3470: 3465: 3463: 3462: 3437: 3435: 3434: 3429: 3415: 3414: 3380: 3379: 3374: 3373: 3338: 3336: 3335: 3330: 3318: 3316: 3315: 3310: 3308: 3307: 3281: 3279: 3278: 3273: 3256: 3255: 3242: 3240: 3239: 3234: 3216: 3214: 3213: 3208: 3191: 3190: 3185: 3184: 3164: 3162: 3161: 3156: 3154: 3152: 3136: 3135: 3128: 3112: 3111: 3104: 3084: 3083: 3078: 3077: 3063: 3061: 3060: 3055: 3037: 3035: 3034: 3029: 3008: 3006: 3005: 3000: 2980: 2979: 2969: 2936: 2935: 2919: 2917: 2916: 2911: 2903: 2902: 2887: 2886: 2867: 2865: 2864: 2859: 2847: 2845: 2844: 2839: 2827: 2825: 2824: 2819: 2807: 2805: 2804: 2799: 2782: 2781: 2765: 2763: 2762: 2757: 2726: 2724: 2723: 2718: 2682: 2680: 2679: 2674: 2662: 2660: 2659: 2654: 2642: 2640: 2639: 2634: 2610: 2608: 2607: 2602: 2590: 2588: 2587: 2582: 2567: 2565: 2564: 2559: 2545: 2544: 2522: 2521: 2513: 2510: 2509: 2471: 2469: 2468: 2463: 2461: 2460: 2452: 2442: 2440: 2439: 2434: 2422: 2420: 2419: 2414: 2402: 2400: 2399: 2394: 2392: 2391: 2369: 2367: 2366: 2361: 2359: 2358: 2342: 2340: 2339: 2334: 2316: 2314: 2313: 2308: 2306: 2305: 2304: 2287: 2285: 2284: 2279: 2267: 2265: 2264: 2259: 2248:the function on 2247: 2245: 2244: 2239: 2237: 2236: 2228: 2218: 2216: 2215: 2210: 2205: 2204: 2182: 2180: 2179: 2174: 2129: 2107: 2105: 2104: 2099: 2087: 2085: 2084: 2079: 2067: 2065: 2064: 2059: 2034:weakly converges 2031: 2029: 2028: 2023: 2018: 2017: 2008: 2007: 1988: 1986: 1985: 1980: 1968: 1966: 1965: 1960: 1936: 1934: 1933: 1928: 1913: 1911: 1910: 1905: 1891: 1890: 1860: 1859: 1841: 1840: 1822:, meaning that 1821: 1819: 1818: 1813: 1789: 1787: 1786: 1781: 1779: 1778: 1773: 1760: 1758: 1757: 1752: 1740: 1738: 1737: 1732: 1730: 1729: 1713: 1711: 1710: 1705: 1693: 1691: 1690: 1685: 1670: 1668: 1667: 1662: 1650: 1648: 1647: 1642: 1637: 1636: 1631: 1622: 1621: 1620: 1600: 1598: 1597: 1592: 1580: 1578: 1577: 1572: 1547:Poisson boundary 1544: 1542: 1541: 1536: 1518: 1516: 1515: 1510: 1508: 1507: 1489: 1488: 1466: 1464: 1463: 1458: 1456: 1433:if there exists 1432: 1430: 1429: 1424: 1419: 1418: 1399: 1397: 1396: 1391: 1386: 1385: 1366: 1364: 1363: 1358: 1356: 1355: 1354: 1337: 1335: 1334: 1329: 1314: 1312: 1311: 1306: 1290: 1288: 1287: 1282: 1270: 1268: 1267: 1262: 1260: 1259: 1234: 1232: 1231: 1226: 1224: 1223: 1218: 1205: 1203: 1202: 1197: 1195: 1194: 1178: 1176: 1175: 1170: 1168: 1167: 1166: 1149: 1147: 1146: 1141: 1129: 1127: 1126: 1121: 1105: 1103: 1102: 1097: 1085: 1083: 1082: 1077: 1072: 1071: 1022: 1020: 1019: 1014: 1002: 1000: 999: 994: 992: 991: 975: 973: 972: 967: 955: 953: 952: 947: 935: 933: 932: 927: 902: 900: 899: 894: 892: 880: 878: 877: 872: 870: 851: 849: 848: 843: 841: 826: 824: 823: 818: 816: 801: 799: 798: 793: 791: 776: 774: 773: 768: 766: 765: 741: 739: 738: 733: 728: 727: 701: 699: 698: 693: 677: 675: 674: 669: 667: 666: 639: 637: 636: 631: 629: 610: 608: 607: 602: 600: 579: 577: 576: 571: 544: 542: 541: 536: 534: 508: 506: 505: 500: 498: 496: 495: 494: 489: 474: 468: 467: 466: 461: 452: 440: 410: 408: 407: 402: 366: 365: 364: 326: 324: 323: 318: 307: 299: 291: 274: 260:on the boundary 259: 257: 256: 251: 239: 237: 236: 231: 229: 209: 207: 206: 201: 189: 187: 186: 181: 160: 158: 157: 152: 141: 133: 125: 108: 93: 91: 90: 85: 42:associated to a 36:Poisson boundary 21: 4506: 4505: 4501: 4500: 4499: 4497: 4496: 4495: 4471: 4470: 4384: 4379: 4378: 4370: 4366: 4362:, Theorem 10.7. 4358: 4354: 4346: 4342: 4334: 4330: 4322: 4318: 4310: 4306: 4298: 4294: 4286: 4282: 4274: 4270: 4262: 4258: 4253: 4236: 4205: 4196: 4191: 4159: 4155: 4153: 4150: 4149: 4146: 4120: 4116: 4114: 4111: 4110: 4093: 4089: 4075: 4072: 4071: 4049: 4046: 4045: 4029: 4026: 4025: 4014: 3993: 3990: 3989: 3951: 3945: 3944: 3943: 3935: 3932: 3931: 3896: 3890: 3889: 3888: 3887: 3865: 3859: 3858: 3857: 3856: 3854: 3824: 3818: 3817: 3816: 3814: 3811: 3810: 3794: 3791: 3790: 3762: 3759: 3758: 3757:and define for 3738: 3735: 3734: 3711: 3707: 3686: 3682: 3670: 3642: 3636: 3635: 3634: 3632: 3629: 3628: 3597: 3594: 3593: 3559: 3556: 3555: 3527: 3524: 3523: 3507: 3504: 3503: 3483: 3480: 3479: 3452: 3448: 3446: 3443: 3442: 3404: 3400: 3375: 3369: 3368: 3367: 3347: 3344: 3343: 3324: 3321: 3320: 3297: 3293: 3291: 3288: 3287: 3251: 3250: 3248: 3245: 3244: 3222: 3219: 3218: 3186: 3180: 3179: 3178: 3170: 3167: 3166: 3131: 3130: 3129: 3107: 3106: 3105: 3103: 3079: 3073: 3072: 3071: 3069: 3066: 3065: 3043: 3040: 3039: 3017: 3014: 3013: 2975: 2971: 2959: 2931: 2930: 2928: 2925: 2924: 2895: 2891: 2879: 2875: 2873: 2870: 2869: 2853: 2850: 2849: 2833: 2830: 2829: 2813: 2810: 2809: 2777: 2773: 2771: 2768: 2767: 2745: 2742: 2741: 2738: 2733: 2700: 2697: 2696: 2693:Markov operator 2689: 2668: 2665: 2664: 2648: 2645: 2644: 2616: 2613: 2612: 2596: 2593: 2592: 2576: 2573: 2572: 2540: 2536: 2512: 2511: 2505: 2501: 2484: 2481: 2480: 2474:Poisson formula 2451: 2450: 2448: 2445: 2444: 2428: 2425: 2424: 2408: 2405: 2404: 2387: 2383: 2375: 2372: 2371: 2354: 2350: 2348: 2345: 2344: 2322: 2319: 2318: 2300: 2299: 2295: 2293: 2290: 2289: 2273: 2270: 2269: 2253: 2250: 2249: 2227: 2226: 2224: 2221: 2220: 2200: 2196: 2188: 2185: 2184: 2119: 2113: 2110: 2109: 2108:, meaning that 2093: 2090: 2089: 2073: 2070: 2069: 2053: 2050: 2049: 2046: 2013: 2009: 2003: 1999: 1994: 1991: 1990: 1974: 1971: 1970: 1942: 1939: 1938: 1922: 1919: 1918: 1886: 1882: 1852: 1848: 1836: 1832: 1830: 1827: 1826: 1795: 1792: 1791: 1774: 1769: 1768: 1766: 1763: 1762: 1746: 1743: 1742: 1725: 1721: 1719: 1716: 1715: 1699: 1696: 1695: 1679: 1676: 1675: 1656: 1653: 1652: 1632: 1627: 1626: 1616: 1615: 1611: 1606: 1603: 1602: 1586: 1583: 1582: 1554: 1551: 1550: 1524: 1521: 1520: 1497: 1493: 1478: 1474: 1472: 1469: 1468: 1452: 1438: 1435: 1434: 1414: 1410: 1405: 1402: 1401: 1381: 1377: 1372: 1369: 1368: 1350: 1349: 1345: 1343: 1340: 1339: 1323: 1320: 1319: 1300: 1297: 1296: 1276: 1273: 1272: 1252: 1248: 1240: 1237: 1236: 1219: 1214: 1213: 1211: 1208: 1207: 1190: 1186: 1184: 1181: 1180: 1162: 1161: 1157: 1155: 1152: 1151: 1135: 1132: 1131: 1115: 1112: 1111: 1091: 1088: 1087: 1086:); the measure 1064: 1060: 1028: 1025: 1024: 1008: 1005: 1004: 987: 983: 981: 978: 977: 961: 958: 957: 941: 938: 937: 921: 918: 917: 914: 909: 888: 886: 883: 882: 866: 864: 861: 860: 837: 832: 829: 828: 812: 807: 804: 803: 787: 782: 779: 778: 761: 757: 755: 752: 751: 723: 719: 711: 708: 707: 704:Brownian motion 687: 684: 683: 662: 658: 656: 653: 652: 646:Martin boundary 625: 620: 617: 616: 596: 585: 582: 581: 550: 547: 546: 530: 522: 519: 518: 490: 485: 484: 470: 469: 462: 457: 456: 448: 441: 439: 416: 413: 412: 360: 356: 352: 335: 332: 331: 303: 295: 287: 270: 265: 262: 261: 245: 242: 241: 225: 223: 220: 219: 216:PoincarĂ© metric 195: 192: 191: 166: 163: 162: 137: 129: 121: 104: 102: 99: 98: 79: 76: 75: 72: 64:Poisson formula 56:Martin boundary 28: 23: 22: 18:Martin boundary 15: 12: 11: 5: 4504: 4494: 4493: 4488: 4483: 4469: 4468: 4451: 4428: 4419: 4402: 4383: 4380: 4377: 4376: 4374:, Theorem 7.4. 4364: 4352: 4340: 4328: 4326:, Section 2.8. 4316: 4314:, Section 1.5. 4304: 4292: 4290:, Section 1.2. 4280: 4278:, Section 2.7. 4268: 4255: 4254: 4252: 4249: 4235: 4232: 4204: 4201: 4195: 4192: 4190: 4187: 4168: 4165: 4162: 4158: 4145: 4142: 4123: 4119: 4096: 4092: 4088: 4085: 4082: 4079: 4059: 4056: 4053: 4033: 4022:Green function 4013: 4010: 3997: 3988:is called the 3977: 3974: 3971: 3968: 3965: 3960: 3957: 3954: 3948: 3942: 3939: 3916: 3913: 3910: 3907: 3904: 3899: 3893: 3885: 3882: 3879: 3876: 3873: 3868: 3862: 3853: 3850: 3847: 3844: 3841: 3838: 3833: 3830: 3827: 3821: 3798: 3778: 3775: 3772: 3769: 3766: 3742: 3731: 3730: 3719: 3714: 3710: 3706: 3703: 3700: 3697: 3694: 3689: 3685: 3679: 3676: 3673: 3669: 3665: 3662: 3659: 3656: 3653: 3650: 3645: 3639: 3610: 3607: 3604: 3601: 3581: 3578: 3575: 3572: 3569: 3566: 3563: 3543: 3540: 3537: 3534: 3531: 3511: 3498:is said to be 3487: 3461: 3458: 3455: 3451: 3439: 3438: 3427: 3424: 3421: 3418: 3413: 3410: 3407: 3403: 3399: 3395: 3392: 3389: 3386: 3383: 3378: 3372: 3366: 3363: 3360: 3357: 3354: 3351: 3328: 3306: 3303: 3300: 3296: 3271: 3268: 3265: 3262: 3259: 3254: 3232: 3229: 3226: 3206: 3203: 3200: 3197: 3194: 3189: 3183: 3177: 3174: 3151: 3148: 3145: 3142: 3139: 3134: 3127: 3124: 3121: 3118: 3115: 3110: 3102: 3099: 3096: 3093: 3090: 3087: 3082: 3076: 3053: 3050: 3047: 3038:. Fix a point 3027: 3024: 3021: 3010: 3009: 2998: 2995: 2992: 2989: 2986: 2983: 2978: 2974: 2968: 2965: 2962: 2958: 2954: 2951: 2948: 2945: 2942: 2939: 2934: 2909: 2906: 2901: 2898: 2894: 2890: 2885: 2882: 2878: 2857: 2837: 2817: 2797: 2794: 2791: 2788: 2785: 2780: 2776: 2755: 2752: 2749: 2737: 2734: 2732: 2729: 2716: 2713: 2710: 2707: 2704: 2688: 2685: 2683:are constant. 2672: 2652: 2632: 2629: 2626: 2623: 2620: 2600: 2580: 2569: 2568: 2557: 2554: 2551: 2548: 2543: 2539: 2535: 2531: 2528: 2525: 2519: 2516: 2508: 2504: 2500: 2497: 2494: 2491: 2488: 2458: 2455: 2432: 2412: 2390: 2386: 2382: 2379: 2357: 2353: 2332: 2329: 2326: 2303: 2298: 2277: 2257: 2234: 2231: 2208: 2203: 2199: 2195: 2192: 2172: 2169: 2166: 2163: 2160: 2157: 2154: 2151: 2148: 2145: 2142: 2139: 2136: 2133: 2128: 2125: 2122: 2118: 2097: 2077: 2057: 2045: 2042: 2032:almost surely 2021: 2016: 2012: 2006: 2002: 1998: 1978: 1958: 1955: 1952: 1949: 1946: 1926: 1915: 1914: 1903: 1900: 1897: 1894: 1889: 1885: 1881: 1878: 1875: 1872: 1869: 1866: 1863: 1858: 1855: 1851: 1847: 1844: 1839: 1835: 1811: 1808: 1805: 1802: 1799: 1777: 1772: 1750: 1728: 1724: 1703: 1683: 1660: 1640: 1635: 1630: 1625: 1619: 1614: 1610: 1590: 1570: 1567: 1564: 1561: 1558: 1534: 1531: 1528: 1506: 1503: 1500: 1496: 1492: 1487: 1484: 1481: 1477: 1455: 1451: 1448: 1445: 1442: 1422: 1417: 1413: 1409: 1389: 1384: 1380: 1376: 1353: 1348: 1327: 1304: 1280: 1258: 1255: 1251: 1247: 1244: 1222: 1217: 1193: 1189: 1165: 1160: 1139: 1119: 1106:is called the 1095: 1075: 1070: 1067: 1063: 1059: 1056: 1053: 1050: 1047: 1044: 1041: 1038: 1035: 1032: 1012: 990: 986: 965: 945: 925: 913: 910: 908: 905: 891: 869: 857:Fuchsian group 840: 836: 815: 811: 790: 786: 764: 760: 731: 726: 722: 718: 715: 691: 682:associated to 680:Markov process 665: 661: 628: 624: 613:extreme points 599: 595: 592: 589: 569: 566: 563: 560: 557: 554: 533: 529: 526: 517:holds for all 515: 514: 511:Poisson kernel 493: 488: 483: 480: 477: 473: 465: 460: 455: 451: 447: 444: 438: 435: 432: 429: 426: 423: 420: 400: 397: 394: 391: 388: 384: 381: 378: 375: 372: 369: 363: 359: 355: 351: 348: 345: 342: 339: 316: 313: 310: 306: 302: 298: 294: 290: 286: 283: 280: 277: 273: 269: 249: 228: 199: 179: 176: 173: 170: 150: 147: 144: 140: 136: 132: 128: 124: 120: 117: 114: 111: 107: 83: 71: 68: 26: 9: 6: 4: 3: 2: 4503: 4492: 4489: 4487: 4484: 4482: 4479: 4478: 4476: 4465: 4461: 4457: 4452: 4448: 4444: 4440: 4437: 4436: 4429: 4426:. Birkhäuser. 4425: 4420: 4416: 4412: 4408: 4403: 4399: 4395: 4391: 4386: 4385: 4373: 4368: 4361: 4356: 4349: 4344: 4337: 4332: 4325: 4320: 4313: 4308: 4302:, Chapter VI. 4301: 4296: 4289: 4284: 4277: 4272: 4265: 4260: 4256: 4248: 4245: 4241: 4231: 4229: 4225: 4224:Zariski-dense 4220: 4218: 4214: 4210: 4200: 4186: 4184: 4166: 4163: 4160: 4156: 4141: 4139: 4121: 4117: 4094: 4090: 4086: 4083: 4080: 4077: 4057: 4054: 4023: 4019: 4009: 3995: 3972: 3969: 3966: 3958: 3955: 3952: 3937: 3911: 3908: 3905: 3897: 3880: 3877: 3874: 3866: 3851: 3845: 3842: 3839: 3831: 3828: 3825: 3796: 3776: 3773: 3770: 3767: 3764: 3756: 3740: 3717: 3712: 3708: 3701: 3698: 3695: 3687: 3683: 3677: 3674: 3671: 3667: 3663: 3657: 3654: 3651: 3643: 3627: 3626: 3625: 3622: 3608: 3605: 3602: 3599: 3576: 3573: 3570: 3564: 3561: 3554:there exists 3541: 3538: 3535: 3532: 3529: 3509: 3501: 3485: 3477: 3459: 3456: 3453: 3449: 3441:The measures 3425: 3419: 3411: 3408: 3405: 3401: 3397: 3390: 3387: 3384: 3376: 3364: 3361: 3355: 3349: 3342: 3341: 3340: 3304: 3301: 3298: 3294: 3283: 3266: 3263: 3260: 3227: 3224: 3201: 3198: 3195: 3187: 3172: 3146: 3143: 3140: 3122: 3119: 3116: 3100: 3094: 3091: 3088: 3080: 3051: 3048: 3045: 3025: 3022: 3019: 2996: 2990: 2987: 2984: 2976: 2972: 2966: 2963: 2960: 2956: 2952: 2946: 2943: 2940: 2923: 2922: 2921: 2904: 2899: 2896: 2892: 2883: 2880: 2876: 2855: 2835: 2815: 2792: 2789: 2786: 2778: 2774: 2753: 2750: 2747: 2728: 2714: 2711: 2708: 2702: 2694: 2684: 2670: 2650: 2627: 2624: 2621: 2578: 2555: 2549: 2541: 2537: 2533: 2526: 2514: 2502: 2498: 2492: 2486: 2479: 2478: 2477: 2475: 2453: 2430: 2410: 2388: 2384: 2380: 2377: 2355: 2351: 2330: 2327: 2324: 2296: 2275: 2229: 2201: 2197: 2190: 2167: 2161: 2158: 2152: 2146: 2140: 2137: 2131: 2126: 2123: 2120: 2116: 2095: 2075: 2055: 2041: 2039: 2035: 2019: 2014: 2004: 2000: 1976: 1953: 1950: 1947: 1924: 1901: 1895: 1887: 1883: 1879: 1873: 1867: 1861: 1856: 1853: 1849: 1842: 1837: 1833: 1825: 1824: 1823: 1806: 1803: 1800: 1775: 1726: 1722: 1701: 1681: 1672: 1658: 1633: 1623: 1612: 1565: 1562: 1559: 1548: 1532: 1529: 1526: 1504: 1501: 1498: 1494: 1490: 1485: 1482: 1479: 1475: 1449: 1446: 1443: 1440: 1415: 1411: 1382: 1378: 1346: 1325: 1318: 1302: 1294: 1278: 1256: 1253: 1249: 1245: 1242: 1220: 1191: 1187: 1158: 1137: 1117: 1109: 1093: 1068: 1065: 1061: 1057: 1051: 1048: 1042: 1039: 1036: 1030: 1010: 988: 984: 963: 943: 923: 904: 858: 853: 762: 758: 749: 745: 724: 720: 713: 705: 681: 663: 659: 649: 647: 643: 614: 590: 587: 564: 561: 558: 552: 527: 524: 512: 491: 481: 478: 475: 463: 453: 445: 442: 436: 430: 427: 424: 418: 395: 389: 386: 379: 376: 373: 367: 353: 349: 343: 337: 330: 329: 328: 311: 308: 300: 292: 284: 281: 275: 247: 217: 213: 177: 174: 171: 145: 142: 134: 126: 118: 115: 109: 97: 81: 67: 65: 61: 57: 53: 49: 45: 41: 40:measure space 37: 33: 19: 4456:Ann. of Math 4455: 4438: 4434: 4432: 4423: 4407:Ann. of Math 4406: 4389: 4367: 4355: 4343: 4331: 4319: 4307: 4295: 4283: 4271: 4259: 4237: 4221: 4206: 4197: 4182: 4148:The measure 4147: 4015: 3755:power series 3732: 3623: 3499: 3475: 3440: 3284: 3011: 2868:steps, i.e. 2739: 2692: 2690: 2570: 2473: 2047: 1937:-set with a 1916: 1673: 1546: 1107: 915: 854: 748:Wiener space 650: 645: 641: 516: 510: 73: 55: 35: 29: 1293:convolution 44:random walk 32:mathematics 4475:Categories 4390:Forum Math 4382:References 3733:Denote by 3592:such that 2038:Dirac mass 1467:such that 907:Definition 859:acting on 744:martingale 702:(i.e. the 161:(that is, 48:asymptotic 4209:Lie group 4157:ν 4118:λ 4091:λ 4087:≤ 4084:λ 4081:≤ 4058:λ 4052:Δ 4032:Δ 3967:⋅ 3941:↦ 3774:≤ 3768:≤ 3675:≥ 3668:∑ 3565:∈ 3539:≤ 3533:≤ 3450:ν 3420:γ 3402:ν 3391:γ 3365:∫ 3327:Γ 3295:ν 3267:γ 3261:⋅ 3231:Γ 3228:∈ 3225:γ 3196:⋅ 3176:↦ 3049:∈ 2964:≥ 2957:∑ 2897:− 2881:∗ 2877:μ 2754:μ 2712:∗ 2709:μ 2706:↦ 2651:μ 2628:μ 2599:Γ 2579:μ 2550:γ 2538:ν 2527:γ 2518:^ 2507:Γ 2503:∫ 2457:^ 2385:δ 2378:θ 2352:ν 2328:∈ 2256:Γ 2233:^ 2147:μ 2124:∈ 2117:∑ 2076:μ 2020:ν 2015:∗ 1977:ν 1954:μ 1888:θ 1884:ν 1868:μ 1854:− 1843:ν 1834:∫ 1807:μ 1776:θ 1749:Γ 1727:θ 1723:ν 1702:μ 1682:θ 1659:∼ 1589:Γ 1566:μ 1530:≥ 1450:∈ 1326:∼ 1279:∗ 1254:∗ 1250:μ 1246:∗ 1094:μ 1066:− 1052:μ 944:μ 835:∂ 810:∂ 785:∂ 690:Δ 623:∂ 594:∂ 591:∈ 588:ξ 565:ξ 559:⋅ 528:∈ 479:− 476:ξ 446:− 431:ξ 396:ξ 390:μ 380:ξ 358:∂ 354:∫ 285:∈ 268:∂ 248:μ 198:Δ 169:Δ 119:∈ 96:unit disc 4189:Examples 2343:and let 1519:for all 1291:denotes 4464:1815698 4447:1411218 4415:0146298 4398:1269841 4228:lattice 3500:minimal 3476:minimal 1271:(where 678:is the 509:is the 210:is the 94:on the 4462:  4445:  4413:  4396:  4109:where 4016:For a 2423:). If 411:where 190:where 34:, the 4251:Notes 3522:with 2068:be a 2036:to a 38:is a 4244:ends 4070:for 3789:the 2740:Let 2048:Let 916:Let 580:for 143:< 3319:on 2848:in 2828:to 1741:on 1674:If 1549:of 1400:to 1338:on 1003:on 648:). 218:on 30:In 4477:: 4460:MR 4443:MR 4411:MR 4394:MR 3621:. 3282:. 2476:: 2040:. 1671:. 903:. 66:. 4466:. 4449:. 4435:Z 4417:. 4400:. 4350:. 4338:. 4266:. 4167:1 4164:, 4161:o 4122:0 4095:0 4078:0 4055:+ 3996:r 3976:) 3973:y 3970:, 3964:( 3959:r 3956:, 3953:o 3947:K 3938:y 3915:) 3912:y 3909:, 3906:o 3903:( 3898:r 3892:G 3884:) 3881:y 3878:, 3875:x 3872:( 3867:r 3861:G 3852:= 3849:) 3846:y 3843:, 3840:x 3837:( 3832:r 3829:, 3826:o 3820:K 3797:r 3777:R 3771:r 3765:1 3741:R 3718:. 3713:n 3709:r 3705:) 3702:y 3699:, 3696:x 3693:( 3688:n 3684:p 3678:1 3672:n 3664:= 3661:) 3658:y 3655:, 3652:x 3649:( 3644:r 3638:G 3609:u 3606:c 3603:= 3600:v 3580:] 3577:1 3574:, 3571:0 3568:[ 3562:c 3542:u 3536:v 3530:0 3510:v 3486:u 3460:f 3457:, 3454:o 3426:. 3423:) 3417:( 3412:f 3409:, 3406:o 3398:d 3394:) 3388:, 3385:x 3382:( 3377:o 3371:K 3362:= 3359:) 3356:x 3353:( 3350:f 3305:f 3302:, 3299:o 3270:) 3264:, 3258:( 3253:K 3205:) 3202:y 3199:, 3193:( 3188:o 3182:K 3173:y 3150:) 3147:y 3144:, 3141:o 3138:( 3133:G 3126:) 3123:y 3120:, 3117:x 3114:( 3109:G 3101:= 3098:) 3095:y 3092:, 3089:x 3086:( 3081:o 3075:K 3052:G 3046:o 3026:y 3023:, 3020:x 2997:. 2994:) 2991:y 2988:, 2985:x 2982:( 2977:n 2973:p 2967:1 2961:n 2953:= 2950:) 2947:y 2944:, 2941:x 2938:( 2933:G 2908:) 2905:y 2900:1 2893:x 2889:( 2884:n 2856:n 2836:y 2816:x 2796:) 2793:y 2790:, 2787:x 2784:( 2779:n 2775:p 2751:, 2748:G 2715:f 2703:f 2671:G 2631:) 2625:, 2622:G 2619:( 2556:. 2553:) 2547:( 2542:x 2534:d 2530:) 2524:( 2515:f 2499:= 2496:) 2493:x 2490:( 2487:f 2454:f 2431:f 2411:x 2389:x 2381:= 2356:x 2331:G 2325:x 2302:N 2297:G 2276:f 2230:f 2207:) 2202:t 2198:X 2194:( 2191:f 2171:) 2168:g 2165:( 2162:f 2159:= 2156:) 2153:h 2150:( 2144:) 2141:g 2138:h 2135:( 2132:f 2127:G 2121:h 2096:G 2056:f 2011:) 2005:t 2001:X 1997:( 1957:) 1951:, 1948:G 1945:( 1925:G 1902:. 1899:) 1896:A 1893:( 1880:= 1877:) 1874:g 1871:( 1865:) 1862:A 1857:1 1850:g 1846:( 1838:G 1810:) 1804:, 1801:G 1798:( 1771:P 1639:) 1634:m 1629:P 1624:, 1618:N 1613:G 1609:( 1569:) 1563:, 1560:G 1557:( 1533:0 1527:t 1505:m 1502:+ 1499:t 1495:y 1491:= 1486:n 1483:+ 1480:t 1476:x 1454:N 1447:m 1444:, 1441:n 1421:) 1416:t 1412:y 1408:( 1388:) 1383:t 1379:x 1375:( 1352:N 1347:G 1303:n 1257:n 1243:m 1221:m 1216:P 1192:t 1188:X 1164:N 1159:G 1138:G 1118:m 1074:) 1069:1 1062:y 1058:x 1055:( 1049:= 1046:) 1043:y 1040:, 1037:x 1034:( 1031:p 1011:G 989:t 985:X 964:G 924:G 890:D 868:D 839:D 814:D 789:D 763:t 759:W 730:) 725:t 721:W 717:( 714:f 664:t 660:W 627:D 598:D 568:) 562:, 556:( 553:K 532:D 525:z 513:, 492:2 487:| 482:z 472:| 464:2 459:| 454:z 450:| 443:1 437:= 434:) 428:, 425:z 422:( 419:K 399:) 393:( 387:d 383:) 377:, 374:z 371:( 368:K 362:D 350:= 347:) 344:z 341:( 338:f 315:} 312:1 309:= 305:| 301:z 297:| 293:: 289:C 282:z 279:{ 276:= 272:D 227:D 178:0 175:= 172:f 149:} 146:1 139:| 135:z 131:| 127:: 123:C 116:z 113:{ 110:= 106:D 82:f 20:)

Index

Martin boundary
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

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