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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
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
Targeted Learning
Language: en
Pages: 628
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
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 bas
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