Counterfactuals and Causal Inference

Name: Counterfactuals and Causal Inference
Brand: Cambridge University Press
SKU: 9781107065079
Price: 599.77 RON
Availability: InStock

Methods and Principles for Social Research

Autor: Christopher Winship, Stephen L. Morgan

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Legare: Copertă tare

Editura: Cambridge University Press

Disponibilitate: În depozitul extern

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599.77 lei

In this second edition of Counterfactuals and Causal Inference, completely revised and expanded, the...

Informații despre carte

Autor

Christopher Winship, Stephen L. Morgan

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2014

Pagini

524

EAN

9781107065079

ISBN

1107065070

Enbook ID

04767410

Editura

Cambridge University Press

Greutate

1162

Dimensiuni

179 x 263 x 34

Descriere completă

In this second edition of Counterfactuals and Causal Inference, completely revised and expanded, the essential features of the counterfactual approach to observational data analysis are presented with examples from the social, demographic, and health sciences. Alternative estimation techniques are first introduced using both the potential outcome model and causal graphs; after which, conditioning techniques, such as matching and regression, are presented from a potential outcomes perspective. For research scenarios in which important determinants of causal exposure are unobserved, alternative techniques, such as instrumental variable estimators, longitudinal methods, and estimation via causal mechanisms, are then presented. The importance of causal effect heterogeneity is stressed throughout the book, and the need for deep causal explanation via mechanisms is discussed.

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Counterfactuals and Causal Inference

Methods and Principles for Social Research

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Descriere completă

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