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Fundamentals of Causal Inference
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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
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
The Effect
Language: en
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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
Targeted Learning
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Authors: Mark J. van der Laan
Categories: Mathematics
Type: BOOK - Published: 2011-06-17 - Publisher: Springer Science & Business Media

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The statistics profession is at a unique point in history. The need for valid statistical tools is greater than ever; data sets are massive, often measuring hun
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