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Polya Urn Models.

Polya Urn Models.

・ISBN 978-1-032-47779-4 paper GB£ 50.99

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お気に入り
電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-0-429-19199-2
著者・編者Mahmoud, Hosam,
シリーズChapman & Hall/CRC Texts in Statistical Science
出版社(CRC Press, UK)
出版年月2023
ページ数306 pp.
言語ENG
ニュース番号<M25-3555>

解説

Incorporating a collection of recent results, Polya Urn Models deals with discrete probability through the modern and evolving urn theory and its numerous applications.

The book first substantiates the realization of distributions with urn arguments and introduces several modern tools, including exchangeability and stochastic processes via urns. It reviews classical probability problems and presents dichromatic Polya urns as a basic discrete structure growing in discrete time. The author then embeds the discrete Polya urn scheme in Poisson processes to achieve an equivalent view in continuous time, provides heuristical arguments to connect the Polya process to the discrete urn scheme, and explores extensions and generalizations. He also discusses how functional equations for moment generating functions can be obtained and solved. The final chapters cover applications of urns to computer science and bioscience.

Examining how urns can help conceptualize discrete probability principles, this book provides information pertinent to the modeling of dynamically evolving systems where particles come and go according to governing rules.