Graphical Models in Applied Multivariate Statistics

Joe Whittaker

  • 出版商: Wiley
  • 出版日期: 2009-03-01
  • 售價: $3,760
  • 貴賓價: 9.5$3,572
  • 語言: 英文
  • 頁數: 462
  • 裝訂: Paperback
  • ISBN: 0470743662
  • ISBN-13: 9780470743669
  • 相關分類: 機率統計學 Probability-and-statistics
  • 海外代購書籍(需單獨結帳)

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商品描述

The Wiley Paperback Series makes valuable content more accessible to a new generation of statisticians, mathematicians and scientists.

Graphical models--a subset of log-linear models--reveal the interrelationships between multiple variables and features of the underlying conditional independence. This introduction to the use of graphical models in the description and modeling of multivariate systems covers conditional independence, several types of independence graphs, Gaussian models, issues in model selection, regression and decomposition. Many numerical examples and exercises with solutions are included.

This book is aimed at students who require a course on applied multivariate statistics unified by the concept of conditional independence and researchers concerned with applying graphical modelling techniques.

商品描述(中文翻譯)

Wiley平裝系列將有價值的內容更加容易接觸到新一代的統計學家、數學家和科學家。

圖形模型是對數線性模型的一個子集,它揭示了多個變量之間的相互關係和底層條件獨立的特徵。本書介紹了在描述和建模多變量系統中使用圖形模型的方法,包括條件獨立性、多種獨立性圖、高斯模型、模型選擇的問題、回歸和分解。書中包含了許多數值例子和練習題及其解答。

本書適合需要學習應用多變量統計的學生,並以條件獨立性的概念為統一主題,同時也適合對應用圖形建模技術感興趣的研究人員。