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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
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
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 basis
Causal inference
Language: en
Pages: 220
Authors: K. J. Rothman
Categories: Causation
Type: BOOK - Published: 1988 - Publisher: Kenneth Rothman

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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