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Mikosch, Thomas; Damek, Ewa - Stochastic Models with Power-Law Tails - 9783319296784 - V9783319296784
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Stochastic Models with Power-Law Tails

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Description for Stochastic Models with Power-Law Tails Hardback. Series: Springer Series in Operations Research and Financial Engineering. Num Pages: 335 pages, 4 black & white illustrations, 5 colour illustrations, 5 colour tables, biography. BIC Classification: KCA; KCHS. Category: (G) General (US: Trade). Dimension: 168 x 241 x 26. Weight in Grams: 670.

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 ... Read more

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.

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Product Details

Format
Hardback
Publication date
2016
Publisher
Springer International Publishing AG Switzerland
Number of pages
335
Condition
New
Series
Springer Series in Operations Research and Financial Engineering
Number of Pages
320
Place of Publication
Cham, Switzerland
ISBN
9783319296784
SKU
V9783319296784
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15

Reviews for Stochastic Models with Power-Law Tails
“The authors collected together almost all the results on the stochastic recurrence equation, and on its stationary solution. … in the course of the reading we learn about Markov chains, renewal and implicit renewal theory, regular variation … point process techniques, etc. Therefore, I warmly recommend this monograph not only to those interested in the current topic of stochastic recurrence ... Read more

Goodreads reviews for Stochastic Models with Power-Law Tails


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