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Explorations in Monte Carlo Methods 2nd ed.(Undergraduate Texts in Mathematics) hardcover XV, 280 p. 24

Shonkwiler, Ronald W., Mendivil, Franklin  著

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発行年月 2024年06月
出版社/提供元
出版国 スイス
言語 英語
媒体 冊子
装丁 hardcover
ページ数/巻数 XV, 280 p.
ジャンル 洋書/理工学/数学/確率
ISBN 9783031559631
商品コード 1038205876
本の性格 テキスト
新刊案内掲載月 2024年04月
商品URL
参照
https://kw.maruzen.co.jp/ims/itemDetail.html?itmCd=1038205876

内容

Monte Carlo methods are among the most used and useful computational tools available today, providing efficient and practical algorithims to solve a wide range of scientific and engineering problems. Applications covered in this book include optimization, finance, statistical mechanics, birth and death processes, and gambling systems. Explorations in Monte Carlo Methods provides a hands-on approach to learning this subject. Each new idea is carefully motivated by a realistic problem, thus leading from questions to theory via examples and numerical simulations. Programming exercises are integrated throughout the text as the primary vehicle for learning the material. Each chapter ends with a large collection of problems illustrating and directing the material. This book is suitable as a textbook for students of engineering and the sciences, as well as mathematics. The problem-oriented approach makes it ideal for an applied course in basic probability and for a more specialized course in Monte Carlo methods. Topics include probability distributions, counting combinatorial objects, simulated annealing, genetic algorithms, option pricing, gamblers ruin, statistical mechanics, sampling, and random number generation.

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