Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis (Information Science and Statistics)
暫譯: 貝葉斯網路與影響圖:建構與分析指南(資訊科學與統計)

Uffe B. B. Kjærulff

  • 出版商: Springer
  • 出版日期: 2014-12-13
  • 售價: $4,560
  • 貴賓價: 9.5$4,332
  • 語言: 英文
  • 頁數: 400
  • 裝訂: Paperback
  • ISBN: 1493900293
  • ISBN-13: 9781493900299
  • 相關分類: 機率統計學 Probability-and-statistics
  • 海外代購書籍(需單獨結帳)

商品描述

Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new sections, in addition to fully-updated examples, tables, figures, and a revised appendix.  Intended primarily for practitioners, this book does not require sophisticated mathematical skills or deep understanding of the underlying theory and methods nor does it discuss alternative technologies for reasoning under uncertainty. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his or her level of understanding. The techniques and methods presented for knowledge elicitation, model construction and verification, modeling techniques and tricks, learning models from data, and analyses of models have all been developed and refined on the basis of numerous courses that the authors have held for practitioners worldwide.

商品描述(中文翻譯)

《貝葉斯網路與影響圖:建構與分析指南(第二版)》提供了一個全面的指南,適合希望理解、建構和分析基於機率網路的決策支援智能系統的實務工作者。這一新版包含六個新章節,並對範例、表格、圖形和附錄進行了全面更新。本書主要針對實務工作者,並不需要高深的數學技能或對基礎理論和方法的深入理解,也不討論在不確定性下推理的替代技術。所呈現的理論和方法通過140多個範例進行說明,並包含練習題供讀者檢查自己的理解程度。針對知識引出、模型建構與驗證、建模技術與技巧、從數據中學習模型以及模型分析所提出的技術和方法,均基於作者在全球為實務工作者舉辦的多次課程進行開發和完善。