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Stochastic Models with Power-Law Tails = The Equation X = AX + B /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Stochastic Models with Power-Law Tails/ by Dariusz Buraczewski, Ewa Damek, Thomas Mikosch.
其他題名:	The Equation X = AX + B /
作者:	Buraczewski, Dariusz.
其他作者:	Damek, Ewa.
面頁冊數:	XV, 320 p. 9 illus., 5 illus. in color.online resource. :
Contained By:	Springer Nature eBook
標題:	Probabilities. -
電子資源:	https://doi.org/10.1007/978-3-319-29679-1
ISBN:	9783319296791

Stochastic Models with Power-Law Tails = The Equation X = AX + B /
Buraczewski, Dariusz.

Stochastic Models with Power-Law TailsThe Equation X = AX + B /[electronic resource] :by Dariusz Buraczewski, Ewa Damek, Thomas Mikosch. - 1st ed. 2016. - XV, 320 p. 9 illus., 5 illus. in color.online resource. - Springer Series in Operations Research and Financial Engineering,1431-8598. - Springer Series in Operations Research and Financial Engineering,.

Introduction -- The Univariate Case -- Univariate Limit Theoru -- Multivariate Case -- Miscellanea -- Appendices.

In this monograph the authors give a systematic approach to the probabilistic properties of the fixed point equation X=AX+B. A probabilistic study of the stochastic recurrence equation X_t=A_tX_{t-1}+B_t for real- and matrix-valued random variables A_t, where (A_t,B_t) constitute an iid sequence, is provided. The classical theory for these equations, including the existence and uniqueness of a stationary solution, the tail behavior with special emphasis on power law behavior, moments and support, is presented. The authors collect recent asymptotic results on extremes, point processes, partial sums (central limit theory with special emphasis on infinite variance stable limit theory), large deviations, in the univariate and multivariate cases, and they further touch on the related topics of smoothing transforms, regularly varying sequences and random iterative systems. The text gives an introduction to the Kesten-Goldie theory for stochastic recurrence equations of the type X_t=A_tX_{t-1}+B_t. It provides the classical results of Kesten, Goldie, Guivarc'h, and others, and gives an overview of recent results on the topic. It presents the state-of-the-art results in the field of affine stochastic recurrence equations and shows relations with non-affine recursions and multivariate regular variation.

ISBN: 9783319296791

Standard No.: 10.1007/978-3-319-29679-1doiSubjects--Topical Terms:

527847
Probabilities.

LC Class. No.: QA273.A1-274.9

Dewey Class. No.: 519.2

Stochastic Models with Power-Law Tails = The Equation X = AX + B /
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