Mendeley出力
＜図書＞
A first course in Bayesian statistical methods
| 責任表示 | Peter D. Hoff |
|---|---|
| シリーズ | Springer texts in statistics |
| データ種別 | 図書 |
| 出版情報 | New York : Springer , c2009 |
| 本文言語 | 英語 |
| 大きさ | ix, 270 p. : ill. ; 25 cm |
| 概要 | This book provides a compact self-contained introduction to the theory and application of Bayesian statistical methods. This book is accessible to readers having a basic familiarity with probability, ...et allows more advanced readers to quickly grasp the principles underlying Bayesian theory and methods. The examples and computer code allow the reader to understand and implement basic Bayesian data analyses using standard statistical models and to extend the standard models to specialized data analysis situations. The book begins with fundamental notions such as probability, exchangeability and Bayes' rule, and ends with modern topics such as variable selection in regression, generalized linear mixed effects models, and semiparametric copula estimation. Numerous examples from the social, biological and physical sciences show how to implement these methodologies in practice.続きを見る |
| 目次 | Introduction and examples belief, probability and exchangeability One-parameter models Monte Carlo approximation the normal model Posterior approximation with the Gibbs sampler the multivariate normal model Group comparisons and hierarchical modeling Linear regression Nonconjugate priors and Metropolis-Hastings algorithms Linear and generalized linear mixed effects models Latent variable methods for ordinal data.続きを見る |
| 電子版へのリンク | https://hdl.handle.net/2324/6939211 |
所蔵情報
| 状態 | 巻次 | 所蔵場所 | 請求記号 | 刷年 | 文庫名称 | 資料番号 | コメント | 予約・取寄 | 複写申込 | 自動書庫 |
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理系図1F 開架 | 417/H 81 | 2009 |
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010212011000184 |
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理系図3F 数理独自 | HOFF/5/1 | 2009 |
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023212009003272 |
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書誌詳細
| 一般注記 | Includes bibliographical references (p. [259]-265) and index |
|---|---|
| 著者標目 | *Hoff, Peter D. |
| 件 名 | LCSH:Bayesian statistical decision theory LCSH:Social sciences -- Statistical methods 全ての件名で検索 |
| 分 類 | DC22:300.727 |
| 書誌ID | 1001235940 |
| ISBN | 9780387922997 |
| NCID | BA90714482 |
| 巻冊次 | ISBN:9780387922997 |
| NBN | 015169952 |
| 登録日 | 2009.09.18 |
| 更新日 | 2017.02.18 |