Related Books

Causal Inference in Statistics
Language: en
Pages: 162
Authors: Judea Pearl
Categories: Mathematics
Type: BOOK - Published: 2016-03-07 - Publisher: John Wiley & Sons

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Many of the concepts and terminology surrounding modern causal inference can be quite intimidating to the novice. Judea Pearl presents a book ideal for beginner
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 Causal Inferences and Their Applications in Public Health Research
Language: en
Pages: 321
Authors: Hua He
Categories: Medical
Type: BOOK - Published: 2016-10-26 - Publisher: Springer

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This book compiles and presents new developments in statistical causal inference. The accompanying data and computer programs are publicly available so readers
Causal Inference and Discovery in Python
Language: en
Pages: 456
Authors: Aleksander Molak
Categories: Computers
Type: BOOK - Published: 2023-05-31 - Publisher: Packt Publishing Ltd

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Demystify causal inference and casual discovery by uncovering causal principles and merging them with powerful machine learning algorithms for observational and