Asymptotic analysis of random walks heavy-tailed distributions

This book focuses on the asymptotic behaviour of the probabilities of large deviations of the trajectories of random walks with 'heavy-tailed' (in particular, regularly varying, sub- and semiexponential) jump distributions. Large deviation probabilities are of great interest in numerous ap...

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Bibliographic Details
Main Author: Borovkov, A. A.
Other Authors: Borovkov, K. A. (Editor), Borovkova, O. B. (Translator)
Format: eBook
Language:English
Published: Cambridge Cambridge University Press 2008
Series:Encyclopedia of mathematics and its applications
Subjects:
Online Access:
Collection: Cambridge Books Online - Collection details see MPG.ReNa
Table of Contents:
  • Preliminaries
  • Random walks with jumps having no finite first moment
  • Random walks with jumps having finite mean and infinite variance
  • Random walks with jumps having finite variance
  • Random walks with semiexponential jump distributions
  • Large deviations on the boundary of and outside the Cramer zone for random walks with jump distributions decaying exponentially fast
  • Asymptotic properties of functions of regularly varying and semiexponential distributions. Asymptotics of the distributions of stopped sums and their maxima. An alternative approach to studying the asymptotics of P(S[subscript n] [is equal to or greater than] x)
  • On the asymptotics of the first hitting times
  • Integro-local and integral large deviation theorems for sums of random vectors
  • Large deviations in trajectory space
  • Large deviations of sums of random variables of two types
  • Random walks with non-identically distributed jumps in the triangular array scheme in the case of infinite second moment. Transient phenomena
  • Random walks with non-identically distributed jumps in the triangular array scheme in the case of finite variances
  • Random walks with dependent jumps
  • Extension of the results of Chapters 2-5 to continuous-time random processes with independent increments
  • Extension of the results of Chapters 3 and 4 to generalized renewal processes