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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
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
The Effect
Language: en
Pages: 646
Authors: Nick Huntington-Klein
Categories: Business & Economics
Type: BOOK - Published: 2021-12-20 - Publisher: CRC Press

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Extensive code examples in R, Stata, and Python Chapters on overlooked topics in econometrics classes: heterogeneous treatment effects, simulation and power ana
Propensity Score Analysis
Language: en
Pages: 417
Authors: Wei Pan
Categories: Psychology
Type: BOOK - Published: 2015-04-07 - Publisher: Guilford Publications

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This book is designed to help researchers better design and analyze observational data from quasi-experimental studies and improve the validity of research on c
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