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Causal Inference
Language: en
Pages: 352
Authors: Miquel A. Hernan
Categories: Medical
Type: BOOK - Published: 2019-07-07 - Publisher: CRC Press

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The application of causal inference methods is growing exponentially in fields that deal with observational data. Written by pioneers in the field, this practic
Causal Inference
Language: en
Pages: 585
Authors: Scott Cunningham
Categories: Business & Economics
Type: BOOK - Published: 2021-01-26 - Publisher: Yale University Press

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An accessible, contemporary introduction to the methods for determining cause and effect in the Social Sciences “Causation versus correlation has been the bas
Elements of Causal Inference
Language: en
Pages: 289
Authors: Jonas Peters
Categories: Computers
Type: BOOK - Published: 2017-11-29 - Publisher: MIT Press

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A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning. The mathematization of causality is
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
Causality
Language: en
Pages: 487
Authors: Judea Pearl
Categories: Computers
Type: BOOK - Published: 2009-09-14 - Publisher: Cambridge University Press

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Causality offers the first comprehensive coverage of causal analysis in many sciences, including recent advances using graphical methods. Pearl presents a unifi
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