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Causality: Models, Reasoning and Inference (2 Ed.)

Causality: Models, Reasoning and Inference (2 Ed.)


作者  /  Judea Pearl

出版社 / CAMBRIDGE UNIVERSITY PRESS

出版日期 / 2009/09/14

商品語言 / 英文

裝訂 / 精裝

定價 / NT$2,790

售價 / NT$ 2,790 ※ 特價商品,不再折扣

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內容簡介

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. The book will open the way for including causal analysis in the standard curricula of statistics, artificial intelligence, business, epidemiology, social sciences, and economics. Students in these fields will find natural models, simple inferential procedures, and precise mathematical definitions of causal concepts that traditional texts have evaded or made unduly complicated. The first edition of Causality has led to a paradigmatic change in the way that causality is treated in statistics, philosophy, computer science, social science, and economics. Cited in more than 5,000 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 interests to students and professionals in a wide variety of fields. Anyone who wishes to elucidate meaningful relationships from data, predict effects of actions and policies, assess explanations of reported events, or form theories of causal understanding and causal speech will find this book stimulating and invaluable.







詳細資料

誠品26碼 /2681547603008
ISBN 13 /9780521895606
ISBN 10 /052189560X
EAN /9780521895606
頁數484
尺寸25.7X18CM
裝訂精裝
級別
語言英文
成份0.00




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