Markov chains with heavy-tailed increments and asymptotically zero drift

被引:0
|
作者
Georgiou, Nicholas [1 ]
Menshikov, Mikhail, V [1 ]
Petritis, Dimitri [2 ]
Wade, Andrew R. [1 ]
机构
[1] Univ Durham, Dept Math Sci, South Rd, Durham DH1 3LE, England
[2] IRMAR, Campus Beaulieu, F-35042 Rennes, France
来源
ELECTRONIC JOURNAL OF PROBABILITY | 2019年 / 24卷
关键词
random walk; heavy tails; asymptotically zero drift; Lamperti's problem; recurrence; transience; passage-time moments; Lyapunov functions; RANDOM-WALKS; RECURRENCE; PROPERTY;
D O I
10.1214/19-EJP322
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We study the recurrence/transience phase transition for Markov chains on R+, R, and R-2 whose increments have heavy tails with exponent in (1, 2) and asymptotically zero mean. This is the infinite-variance analogue of the classical Lamperti problem. On R+, for example, we show that if the tail of the positive increments is about cy(-alpha) for an exponent alpha is an element of (1, 2) and if the drift at x is about bx(-gamma), then the critical regime has gamma = alpha - 1 and recurrence/transience is determined by the sign of b + c pi cosec(pi alpha). On R we classify whether transience is directional or oscillatory, and extend an example of Rogozin & Foss to a class of transient martingales which oscillate between +/-infinity. In addition to our recurrence/transience results, we also give sharp results on the existence/non-existence of moments of passage times.
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页数:28
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