中图号O21
语种ENG
出版年2001
出版信息
Cambridge University Press
EISBN
9781316037959
PISBN
9780521803564
版次
1
- 介绍
- 目录
Statistics do not lie, nor is probability paradoxical. You just have to have the right intuition. In this lively look at both subjects, David Williams convinces mathematics students of the intrinsic interest of statistics and probability, and statistics students that the language of mathematics can bring real insight and clarity to their subject. He helps students build the intuition needed, in a presentation enriched with examples drawn from all manner of applications, e.g., genetics, filtering, the Black–Scholes option-pricing formula, quantum probability and computing, and classical and modern statistical models. Statistics chapters present both the Frequentist and Bayesian approaches, emphasising Confidence Intervals rather than Hypothesis Test, and include Gibbs-sampling techniques for the practical implementation of Bayesian methods. A central chapter gives the theory of Linear Regression and ANOVA, and explains how MCMC methods allow greater flexibility in modelling. C or WinBUGS code is provided for computational examples and simulations. Many exercises are included; hints or solutions are often provided.
机构馆藏
- 哥伦比亚大学
- 芝加哥大学
- 斯坦福大学
- 墨尔本大学图书馆
- 牛津大学
- 麻省理工大学
- 普林斯顿大学
- 耶鲁大学
- 加州理工学院
