A second course in probability

著者

書誌事項

A second course in probability

Sheldon M. Ross, Erol A. Peköz

Cambridge University Press, 2023

2nd ed

  • :paperback

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注記

Includes bibliographical references (p.179) and index

内容説明・目次

内容説明

Written by Sheldon Ross and Erol Pekoez, this text familiarises you with advanced topics in probability while keeping the mathematical prerequisites to a minimum. Topics covered include measure theory, limit theorems, bounding probabilities and expectations, coupling and Stein's method, martingales, Markov chains, renewal theory, and Brownian motion. No other text covers all these topics rigorously but at such an accessible level - all you need is an undergraduate-level understanding of calculus and probability. New to this edition are sections on the gambler's ruin problem, Stein's method as applied to exponential approximations, and applications of the martingale stopping theorem. Extra end-of-chapter exercises have also been added, with selected solutions available.This is an ideal textbook for students taking an advanced undergraduate or graduate course in probability. It also represents a useful resource for professionals in relevant application domains, from finance to machine learning.

目次

  • Preface
  • 1. Measure Theory and Laws of Large Numbers
  • 2. Stein's Method and Central Limit Theorems
  • 3. Conditional Expectation and Martingales
  • 4. Bounding Probabilities and Expectations
  • 5. Markov Chains
  • 6. Renewal Theory
  • 7. Brownian Motion
  • References
  • Index.

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詳細情報

  • NII書誌ID(NCID)
    BD02223034
  • ISBN
    • 9781009179911
  • LCCN
    2023035317
  • 出版国コード
    uk
  • タイトル言語コード
    eng
  • 本文言語コード
    eng
  • 出版地
    Cambridge
  • ページ数/冊数
    viii, 182 p.
  • 大きさ
    23 cm
  • 分類
  • 件名
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