Probabilistic and Causal Inference: The Works of Judea Pearl
暫譯: 機率與因果推論:朱迪亞·珀爾的著作

Geffner, Hector, Dechter, Rita, Halpern, Joseph

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商品描述

Professor Judea Pearl won the 2011 Turing Award "for fundamental contributions to artificial intelligence through the development of a calculus for probabilistic and causal reasoning." This book contains the original articles that led to the award, as well as other seminal works, divided into four parts: heuristic search, probabilistic reasoning, causality, first period (1988-2001), and causality, recent period (2002-2020). Each of these parts starts with an introduction written by Judea Pearl. The volume also contains original, contributed articles by leading researchers that analyze, extend, or assess the influence of Pearl's work in different fields: from AI, Machine Learning, and Statistics to Cognitive Science, Philosophy, and the Social Sciences. The first part of the volume includes a biography, a transcript of his Turing Award Lecture, two interviews, and a selected bibliography annotated by him.

商品描述(中文翻譯)

猶太亞·珀爾教授於2011年獲得圖靈獎,因其在人工智慧領域的基本貢獻,透過發展一套用於機率與因果推理的演算。 本書包含了導致該獎項的原始文章,以及其他開創性作品,分為四個部分:啟發式搜尋、機率推理、因果關係,第一時期(1988-2001),以及因果關係,近期(2002-2020)。每個部分都以猶太亞·珀爾撰寫的介紹開始。該卷還包含了來自領先研究者的原創貢獻文章,這些文章分析、擴展或評估了珀爾在不同領域的影響:從人工智慧、機器學習和統計學到認知科學、哲學和社會科學。該卷的第一部分包括一篇傳記、一份他的圖靈獎演講稿、一段訪談以及他所註解的選定書目。