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On Tail Probabilities for Martingales

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Freedman, David A.·1975·The Annals of Probability

Abstract

Watch a martingale with uniformly bounded increments until it first crosses the horizontal line of height $a$. The sum of the conditional variances of the increments given the past, up to the crossing, is an intrinsic measure of the crossing time. Simple and fairly sharp upper and lower bounds are given for the Laplace transform of this crossing time, which show that the distribution is virtually the same as that for the crossing time of Brownian motion, even in the tail. The argument can be adapted to extend inequalities of Bernstein and Kolmogorov to the dependent case, proving the law of the iterated logarithm for martingales. The argument can also be adapted to prove Levy's central limit theorem for martingales. The results can be extended to martingales whose increments satisfy a growth condition.

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Metadata

Authors
Freedman, D. A.
Venue
The Annals of Probability
Published
1975-02-01
Volume
3
Issue
1
ISSN
0091-1798 (ISSN-L)
OpenAlex
W2083459869
Cited by
618
References
0
FWCI
4.72
Type
journal article
Language
en
Open access
bronze

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CoChat. (2026). Citation check: On Tail Probabilities for Martingales. https://app.cochat.ai/papers/10.1214/aop/1176996452
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Freedman, D. A. (1975). On Tail Probabilities for Martingales. The Annals of Probability. https://doi.org/10.1214/aop/1176996452

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