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Counterfactuals and causal inference : methods and principles for social research
서명 / 저자 Counterfactuals and causal inference : methods and principles for social research / Stephen L. Morgan, Christopher Winship.
저자명 Morgan, Stephen L;Winship, Christopher.
판사항 2nd ed.
발행사항 New York, NY : Cambridge University Press, 2015.
총서명 Analytical methods for social research

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청구기호 H62 .M646 2015
형태사항 xxiii, 499 p. : ill. ; 25 cm.
언어 English
일반주기 Revised edition of the authors' Counterfactuals and causal inference, published in 2007.
서지주기 Includes bibliographical references and index.
내용 Part I, Causality and Empirical Research in the Social Sciences. - 1, Introduction. - Part II, Counterfactuals, Potential Outcomes, and Causal Graphs. - 2, Counterfactuals and the potential-outcome model. - 3, Causal graphs. - Part III, Estimating Causal Effects by Conditioning on Observed Variables to Block Backdoor Paths. - 4, Models of causal exposure and identification criteria for conditioning estimators. - 5, Matching estimators of causal effects. - 6, Regression estimators of causal effects. - 7, Weighted regression estimators of causal effects. - Part IV, Estimating Causal Effects When Backdoor Conditioning is Ineffective. - 8, Self-selection, heterogeneity, and causal graphs. - 9, Instrumental-variable estimators of causal effects. - 10, Mechanisms and causal explanation. - 11, Repeated observations and the estimation of causal effects. - Part V, Estimation When Causal Effects Are Not Point Identified by Observables. - 12, Distributional assumptions, set identification, and sensitivity analysis. - Part VI. Conclusions. - 13, Counterfactuals and the future of empirical research in observational social science.
주제 Social sciences --Research.
Social sciences --Methodology.
Causation.
LCCN 2014033205
ISBN 9781107065079 (hbk.) 9781107694163 (pbk.)
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