Statistical Causality from a Decision-Theoretic Perspective

A. Philip Dawid

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Statistical Causality from a Decision-Theoretic Perspective

机译：基于决策理论的统计因果关系

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We present an overview of the decision-theoretic framework of statistical causality, which is well suited for formulating and solving problems of determining the effects of applied causes. The approach is described in detail, and it is related to andcontrasted with other current formulations, such as structural equation models and potential responses. Topics and applications covered include confounding, the effect of treatment on the treated, instrumental variables, and dynamic treatment strategies.

机译：我们对统计因果关系的决策理论框架进行了概述，该框架非常适合于制定和解决确定应用原因影响的问题。详细介绍了该方法，该方法与其他当前公式（例如结构方程模型和势能响应）有关，并与之形成对照。涵盖的主题和应用包括混淆，治疗对所治疗的影响，工具变量和动态治疗策略。

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来源
《Annual Review of Statistics and Its Application》 |2015年第null期|共31页
作者
A. Philip Dawid;
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正文语种 eng
中图分类统计学;
关键词
conditional independence; confounding; directed acyclic graph; dynamic treatment strategy; effect of treatment on the treated; moralization;

机译：条件独立;混淆;有向无环图;动态治疗策略;治疗对被治疗者的影响;道德化;

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专利

1. Statistical Causality from a Decision-Theoretic Perspective [J] . A. Philip Dawid Annual Review of Statistics and Its Application . 2015,第Null期

机译：基于决策理论的统计因果关系
2. Granger Causality—Statistical Analysis Under a Configural Perspective [J] . Alexander von Eye, Wolfgang Wiedermann, Eun-Young Mun Integrative Psychological & Behavioral Science . 2014,第1期

机译：格兰杰因果关系：配置视角下的统计分析
3. Causality: Statistical Perspectives and Applications [J] . Jason Roy International statistical review . 2014,第2期

机译：因果关系：统计观点和应用
4. Uncertainty, Utility, and Misunderstanding: A Decision-Theoretic Perspective on Grounding in Conversational Systems [C] . Tim Paek, Eric Horvitz AAAI Symposium . 1999

机译：不确定性，效用和误解：在会话系统中实现的决策观点
5. Coherence and causality: Statistical and system theoretic measures for network interconnectedness. [D] . Malekpour, Sheida. 2016

机译：连贯性和因果关系：网络互连的统计和系统理论量度。
6. Statistical Causality from a Decision-Theoretic Perspective [O] . Dawid, A. Philip 2014

机译：决策理论视角下的统计因果关系
7. Brief Bibliography of Statistical Classification Procedures: Decision-Theoretic Approach [R] . Leu, L. Y. 1989

机译：统计分类程序简要参考书目：决策理论方法

Statistical Causality from a Decision-Theoretic Perspective

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