A Logical Theory of Causality
暫譯: 因果關係的邏輯理論
Bochman, Alexander
- 出版商: Summit Valley Press
- 出版日期: 2021-08-17
- 售價: $2,350
- 貴賓價: 9.5 折 $2,233
- 語言: 英文
- 頁數: 366
- 裝訂: Quality Paper - also called trade paper
- ISBN: 026204532X
- ISBN-13: 9780262045322
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商品描述
A general formal theory of causal reasoning as a logical study of causal models, reasoning, and inference. In this book, Alexander Bochman presents a general formal theory of causal reasoning as a logical study of causal models, reasoning, and inference, basing it on a supposition that causal reasoning is not a competitor of logical reasoning but its complement for situations lacking logically sufficient data or knowledge. Bochman also explores the relationship of this theory with the popular structural equation approach to causality proposed by Judea Pearl and explores several applications ranging from artificial intelligence to legal theory, including abduction, counterfactuals, actual and proximate causality, dynamic causal models, and reasoning about action and change in artificial intelligence.
As logical preparation, before introducing causal concepts, Bochman describes an alternative, situation-based semantics for classical logic that provides a better understanding of what can be captured by purely logical means. He then presents another prerequisite, outlining those parts of a general theory of nonmonotonic reasoning that are relevant to his own theory. These two components provide a logical background for the main, two-tier formalism of the causal calculus that serves as the formal basis of his theory. He presents the main causal formalism of the book as a natural generalization of classical logic that allows for causal reasoning. This provides a formal background for subsequent chapters. Finally, Bochman presents a generalization of causal reasoning to dynamic domains.
As logical preparation, before introducing causal concepts, Bochman describes an alternative, situation-based semantics for classical logic that provides a better understanding of what can be captured by purely logical means. He then presents another prerequisite, outlining those parts of a general theory of nonmonotonic reasoning that are relevant to his own theory. These two components provide a logical background for the main, two-tier formalism of the causal calculus that serves as the formal basis of his theory. He presents the main causal formalism of the book as a natural generalization of classical logic that allows for causal reasoning. This provides a formal background for subsequent chapters. Finally, Bochman presents a generalization of causal reasoning to dynamic domains.
商品描述(中文翻譯)
因果推理的一般形式理論,作為因果模型、推理和推斷的邏輯研究。
在這本書中,亞歷山大·博赫曼(Alexander Bochman)提出了一個因果推理的一般形式理論,作為因果模型、推理和推斷的邏輯研究,基於一個假設:因果推理並不是邏輯推理的競爭者,而是在缺乏邏輯上充分的數據或知識的情況下的補充。博赫曼還探討了這一理論與猶太·珍珠(Judea Pearl)提出的流行結構方程法(structural equation approach)之間的關係,並探討了從人工智慧到法律理論的幾個應用,包括推斷(abduction)、反事實(counterfactuals)、實際因果性(actual causality)和近因果性(proximate causality)、動態因果模型(dynamic causal models),以及在人工智慧中關於行動和變化的推理。作為邏輯準備,在介紹因果概念之前,博赫曼描述了一種替代的基於情境的古典邏輯語義,這提供了對純粹邏輯手段所能捕捉的內容的更好理解。然後,他提出了另一個前提,概述了與他自己理論相關的一般非單調推理(nonmonotonic reasoning)理論的部分。這兩個組件為因果計算的主要雙層形式主義提供了邏輯背景,該形式主義作為他理論的正式基礎。他將本書的主要因果形式主義呈現為古典邏輯的自然推廣,允許因果推理。這為後續章節提供了正式背景。最後,博赫曼提出了因果推理在動態領域中的一般化。
作者簡介
Alexander Bochman is Associate Professor in the Computer Science Department at Holon Institute of Technology in Holon, Israel.
作者簡介(中文翻譯)
亞歷山大·博赫曼(Alexander Bochman)是以色列霍隆科技學院(Holon Institute of Technology)計算機科學系的副教授。