Causality 2025 pdf epub mobi 电子书

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发表于2025-02-24

Causality 2025 pdf epub mobi 电子书

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UCLA计算机系Judea Pearl教授的这本书影响非常大，因为他定义了三条重要的规则。根据这三条规则，在一定条件和因果关系结构给定的情况下，可以将将观察数据中得来的相关关系（correlation）的度量（或者说概率），转换成因果关系（causality）中的度量。三条规则应...

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出版者:Cambridge University Press

作者:Judea Pearl

出品人:

页数:484

译者:

出版时间:2009-9-14

价格:USD 50.00

装帧:Hardcover

isbn号码:9780521895606

丛书系列:

图书标签: Causality 统计数学人工智能方法论 Statistics 统计学 Pearl

Causality 2025 pdf epub mobi 电子书图书描述

Written by one of the preeminent researchers in the field, this book provides a comprehensive exposition of modern analysis of causation. It shows how causality has grown from a nebulous concept into a mathematical theory with significant applications in the fields of statistics, artificial intelligence, economics, philosophy, cognitive science, and the health and social sciences. Judea Pearl presents and unifies the probabilistic, manipulative, counterfactual, and structural approaches to causation and devises simple mathematical tools for studying the relationships between causal connections and statistical associations. Cited in more than 2,100 scientific publications, it continues to liberate scientists from the traditional molds of statistical thinking. In this revised edition, Judea Pearl elucidates thorny issues, answers readers' questions, and offers a panoramic view of recent advances in this field of research. Causality will be of interest to students and professionals in a wide variety of fields. Dr Judea Pearl has received the 2011 Rumelhart Prize for his leading research in Artificial Intelligence (AI) and systems from The Cognitive Science Society.

Causality 2025 pdf epub mobi 电子书

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对于像economics这样的学科获得explanatory force而言实在是太重要了！Judea Pearl称自己是half-bayesian……

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“Data is a window to reality and data science is eyeglass that enables us to look through the window. It is not a mirror through which data looks at itself under makeup.”

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讨论小组一起看了第一章。

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讨论小组一起看了第一章。

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目前唯一可以读到的这一领域顶级教材

Causality 2025 pdf epub mobi 电子书