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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
Fundamentals of Causal Inference
Language: en
Pages: 248
Authors: Babette A. Brumback
Categories: Mathematics
Type: BOOK - Published: 2021-11-10 - Publisher: CRC Press

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One of the primary motivations for clinical trials and observational studies of humans is to infer cause and effect. Disentangling causation from confounding is
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.
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.