Graphical Models: Representations for Learning, Reasoning and Data Mining, 2/e (Hardcover)
暫譯: 圖形模型:學習、推理與資料探勘的表徵,第2版(精裝本)
Christian Borgelt, Matthias Steinbrecher, Rudolf R Kruse
- 出版商: Wiley
- 出版日期: 2009-09-15
- 定價: $4,250
- 售價: 9.5 折 $4,038
- 語言: 英文
- 頁數: 404
- 裝訂: Hardcover
- ISBN: 047072210X
- ISBN-13: 9780470722107
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相關分類:
Data-mining
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相關主題
商品描述
Graphical models are of increasing importance in applied statistics, and in particular in data mining. Providing a self-contained introduction and overview to learning relational, probabilistic, and possibilistic networks from data, this second edition of Graphical Models is thoroughly updated to include the latest research in this burgeoning field, including a new chapter on visualization. The text provides graduate students, and researchers with all the necessary background material, including modelling under uncertainty, decomposition of distributions, graphical representation of distributions, and applications relating to graphical models and problems for further research.
商品描述(中文翻譯)
圖形模型在應用統計學中越來越重要,特別是在資料探勘領域。本書《圖形模型》的第二版提供了一個自成體系的介紹和概述,涵蓋了從資料中學習關聯性、機率性和可能性網絡的內容,並徹底更新以包含這個快速發展領域的最新研究,包括一個關於視覺化的新章節。這本書為研究生和研究人員提供了所有必要的背景資料,包括不確定性下的建模、分佈的分解、分佈的圖形表示,以及與圖形模型相關的應用和進一步研究的問題。