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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.

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發表於2024-11-07

Causality 2024 pdf epub mobi 電子書下載

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Causality pdf epub mobi 讀後感

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UCLA計算機係Judea Pearl教授的這本書影響非常大，因為他定義瞭三條重要的規則。根據這三條規則，在一定條件和因果關係結構給定的情況下，可以將將觀察數據中得來的相關關係（correlation）的度量（或者說概率），轉換成因果關係（causality）中的度量。三條規則應...

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Kun Zhang 推薦我讀的書，感覺和我的氣味若閤符契，這纔是我喜歡的哲學書，當然你也可以說這是一本計算機科學的書。這本書並不好讀，我前前後後一年半下來也就讀瞭大約三四章，當然我花瞭很多時間乾其他的事情，並沒有全心全意地去讀。很多部分我讀得雲山霧罩，完全不知道這一...

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出版者:Cambridge University Press

作者:Judea Pearl

出品人:

頁數:484

譯者:

出版時間:2009-9-14

價格:USD 50.00

裝幀:Hardcover

isbn號碼:9780521895606

叢書系列:

圖書標籤: Causality 統計數學人工智能方法論 Statistics 統計學 Pearl

Causality 2024 pdf epub mobi 電子書下載

想要找書就要到本本書屋

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立刻按 ctrl+D收藏本頁

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Causality pdf epub mobi 用戶評價

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對於像economics這樣的學科獲得explanatory force而言實在是太重要瞭！Judea Pearl稱自己是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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討論小組一起看瞭第一章。

評分☆☆☆☆☆

對於像economics這樣的學科獲得explanatory force而言實在是太重要瞭！Judea Pearl稱自己是half-bayesian……

評分☆☆☆☆☆

“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.”

Causality 2024 pdf epub mobi 電子書下載