Items related to Explanation in Causal Inference: Methods for Mediation...
Synopsis
A comprehensive examination of methods for mediation and interaction, VanderWeele's book is the first to approach this topic from the perspective of causal inference.
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About the Author
Tyler VanderWeele is an associate professor in the Harvard School of Public Health, Harvard University.
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EXPLANATION IN CAUSAL INFERENCE METHODS
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Explanation in Causal Inference : Methods for Mediation and Interaction
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Explanation in Causal Inference
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Explanation in Causal Inference: Methods for Mediation and Interaction (eng)
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Explanation in Causal Inference: Methods for Mediation and Interaction
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Oxford University Press, 2015
ISBN 10: 0199325871
ISBN 13: 9780199325870
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Explanation in Causal Inference: Methods for Mediation and Interaction
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Oxford University Press Inc, 2015
ISBN 10: 0199325871
ISBN 13: 9780199325870
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Explanation in Causal Inference: Methods for Mediation and Interaction
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Explanation in Causal Inference: Methods for Mediation and Interaction
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Explanation in Causal Inference : Methods for Mediation and Interaction
Published by
Oxford University Press, 2015
ISBN 10: 0199325871
ISBN 13: 9780199325870
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Hardcover
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Explanation in Causal Inference (Hardcover)
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Oxford University Press Inc, New York, 2015
ISBN 10: 0199325871
ISBN 13: 9780199325870
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Hardcover. Condition: new. Hardcover. The book provides an accessible but comprehensive overview of methods for mediation and interaction. There has been considerable and rapid methodological development on mediation and moderation/interaction analysis within the causal-inference literature over the last ten years. Much of this material appears in a variety of specialized journals, and some of the papers are quite technical. There has also been considerable interest in these developments from empiricalresearchers in the social and biomedical sciences. However, much of the material is not currently in a format that is accessible to them. The book closes these gaps by providing an accessible,comprehensive, book-length coverage of mediation. The book begins with a comprehensive introduction to mediation analysis, including chapters on concepts for mediation, regression-based methods, sensitivity analysis, time-to-event outcomes, methods for multiple mediators, methods for time-varying mediation and longitudinal data, and relations between mediation and other concepts involving intermediates such as surrogates, principal stratification, instrumental variables,and Mendelian randomization. The second part of the book concerns interaction or "moderation," including concepts for interaction, statistical interaction, confounding and interaction, mechanisticinteraction, bias analysis for interaction, interaction in genetic studies, and power and sample-size calculation for interaction. The final part of the book provides comprehensive discussion about the relationships between mediation and interaction and unites these concepts within a single framework. This final part also provides an introduction to spillover effects or social interaction, concluding with a discussion of social-network analyses.The book is written to beaccessible to anyone with a basic knowledge of statistics. Comprehensive appendices provide more technical details for the interested reader. Applied empirical examples from a variety of fields are giventhroughout. Software implementation in SAS, Stata, SPSS, and R is provided. The book should be accessible to students and researchers who have completed a first-year graduate sequence in quantitative methods in one of the social- or biomedical-sciences disciplines. The book will only presuppose familiarity with linear and logistic regression, and could potentially be used as an advanced undergraduate book as well. "A comprehensive book on methods for mediation and interaction. The only book to approach this topic from the perspective of causal inference. Numerous software tools provided. Easy-to-read and accessible. Examples drawn from diverse fields. An essential reference for anyone conducting empirical research in the biomedical or social sciences"-- Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9780199325870
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