株式会社極東書店トップ商品一覧Counterfactuals and Causal Inference : Methods and Principles for Social Research. 2nd ed.

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Counterfactuals and Causal Inference

Counterfactuals and Causal Inference : Methods and Principles for Social Research. 2nd ed. 反事実的条件文と因果推論 -社会調査のための方法と原理-第2版

・ISBN 978-1-107-06507-9 hard GB£ 90.00

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・ISBN 978-1-107-69416-3 paper GB£ 38.00

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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-107-58799-1

著者・編者Morgan, Stephen L. / Winship, C.,
シリーズAnalytical Methods for Social Research
出版社(Cambridge U. Pr., US)
出版年月2015
ページ数499 pp.
言語ENG
ニュース番号<1 617-L863>

解説

In this second edition of Counterfactuals and Causal Inference, completely revised and expanded, the essential features of the counterfactual approach to observational data analysis are presented with examples from the social, demographic, and health sciences. Alternative estimation techniques are first introduced using both the potential outcome model and causal graphs; after which, conditioning techniques, such as matching and regression, are presented from a potential outcomes perspective. For research scenarios in which important determinants of causal exposure are unobserved, alternative techniques, such as instrumental variable estimators, longitudinal methods, and estimation via causal mechanisms, are then presented. The importance of causal effect heterogeneity is stressed throughout the book, and the need for deep causal explanation via mechanisms is discussed.