Handbook of Graphical Models (Chapman & Hall/CRC Handbooks of Modern Statistical Methods)
暫譯: 圖形模型手冊(Chapman & Hall/CRC 現代統計方法手冊)
- 出版商: CRC
- 出版日期: 2018-11-27
- 售價: $5,760
- 貴賓價: 9.5 折 $5,472
- 語言: 英文
- 頁數: 554
- 裝訂: Hardcover
- ISBN: 1498788629
- ISBN-13: 9781498788625
海外代購書籍(需單獨結帳)
商品描述
A graphical model is a statistical model that is represented by a graph. The factorization properties underlying graphical models facilitate tractable computation with multivariate distributions, making the models a valuable tool with a plethora of applications. Furthermore, directed graphical models allow intuitive causal interpretations and have become a cornerstone for causal inference.
While there exist a number of excellent books on graphical models, the field has grown so much that individual authors can hardly cover its entire scope. Moreover, the field is interdisciplinary by nature. Through chapters by leading researchers from different areas, this handbook provides a broad and accessible overview of the state of the art.
The handbook is targeted at a wide audience, including graduate students, applied researchers, and experts in graphical models.
商品描述(中文翻譯)
圖形模型是一種由圖表示的統計模型。圖形模型背後的因式分解特性促進了多變量分佈的可計算性,使這些模型成為具有眾多應用的寶貴工具。此外,有向圖形模型允許直觀的因果解釋,並已成為因果推斷的基石。
雖然已有許多優秀的圖形模型書籍,但該領域的發展如此迅速,以至於個別作者幾乎無法涵蓋其整個範疇。此外,該領域本質上是跨學科的。通過來自不同領域的領先研究者的章節,本手冊提供了當前技術的廣泛且易於理解的概述。
本手冊的目標讀者包括研究生、應用研究人員以及圖形模型的專家。