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Causal Inference in Statistics, Social, and Biomedical Sciences
Language: en
Pages: 647
Authors: Guido W. Imbens
Categories: Business & Economics
Type: BOOK - Published: 2015-04-06 - Publisher: Cambridge University Press

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This text presents statistical methods for studying causal effects and discusses how readers can assess such effects in simple randomized experiments.
Causal Inference in Statistics
Language: en
Pages: 162
Authors: Judea Pearl
Categories: Mathematics
Type: BOOK - Published: 2016-01-25 - Publisher: John Wiley & Sons

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CAUSAL INFERENCE IN STATISTICS A Primer Causality is central to the understanding and use of data. Without an understanding of cause–effect relationships, we
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
Introduction to Probability, Second Edition
Language: en
Pages: 636
Authors: Joseph K. Blitzstein
Categories: Mathematics
Type: BOOK - Published: 2019-02-08 - Publisher: CRC Press

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Developed from celebrated Harvard statistics lectures, Introduction to Probability provides essential language and toolsfor understanding statistics, randomness
Statistical Models and Causal Inference
Language: en
Pages: 416
Authors: David A. Freedman
Categories: Mathematics
Type: BOOK - Published: 2010 - Publisher: Cambridge University Press

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David A. Freedman presents a definitive synthesis of his approach to statistical modeling and causal inference in the social sciences.