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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
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Authors: Jonas Peters
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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
An Introduction to Causal Inference
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Authors: Judea Pearl
Categories: Causation
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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
Propensity Score Analysis
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Authors: Wei Pan
Categories: Psychology
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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
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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