Explanation in Causal Inference

Explanation in Causal Inference
Author: Tyler J. VanderWeele
Publisher: Oxford University Press, USA
Total Pages: 729
Release: 2015
Genre: Mathematics
ISBN: 0199325871


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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. Numerous software tools are provided, and the text is both accessible and easy to read, with examples drawn from diverse fields. The result is an essential reference for anyone conducting empirical research in the biomedical or social sciences.


Explanation in Causal Inference
Language: en
Pages: 729
Authors: Tyler J. VanderWeele
Categories: Mathematics
Type: BOOK - Published: 2015 - Publisher: Oxford University Press, USA

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A comprehensive examination of methods for mediation and interaction, VanderWeele's book is the first to approach this topic from the perspective of causal infe
Handbook of Causal Analysis for Social Research
Language: en
Pages: 423
Authors: Stephen L. Morgan
Categories: Social Science
Type: BOOK - Published: 2013-04-22 - Publisher: Springer Science & Business Media

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What constitutes a causal explanation, and must an explanation be causal? What warrants a causal inference, as opposed to a descriptive regularity? What techniq
Causality in a Social World
Language: en
Pages: 443
Authors: Guanglei Hong
Categories: Mathematics
Type: BOOK - Published: 2015-06-09 - Publisher: John Wiley & Sons

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Causality in a Social World introduces innovative new statistical research and strategies for investigating moderated intervention effects, mediated interventio
Making Things Happen
Language: en
Pages: 419
Authors: James Woodward
Categories: Science
Type: BOOK - Published: 2005-10-27 - Publisher: Oxford University Press

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In Making Things Happen, James Woodward develops a new and ambitious comprehensive theory of causation and explanation that draws on literature from a variety o
An Introduction to Causal Inference
Language: en
Pages: 0
Authors: Judea Pearl
Categories: Causation
Type: BOOK - Published: 2015 - Publisher: Createspace Independent Publishing Platform

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This paper summarizes recent advances in causal inference and underscores the paradigmatic shifts that must be undertaken in moving from traditional statistical