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Causation and Counterfactuals
Language: en
Pages: 500
Authors: John Collins
Categories: Philosophy
Type: BOOK - Published: 2004-06-25 - Publisher: MIT Press

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One philosophical approach to causation sees counterfactual dependence as the key to the explanation of causal facts: for example, events c (the cause) and e (t
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
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
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
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