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Counterfactuals and Causal Inference

By Morgan, Stephen L.

Product Image: Counterfactuals and Causal Inference

Counterfactuals and Causal Inference

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Description
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.
Product details
Binding:
Paperback
Edition:
2
Number of Pages:
524
Release Date:
2015-01-15
Publication Date:
2015-10-31
Publisher:
Cambridge University Pr.
Languages:
Original: English
ISBN10:
1107694167
ISBN13:
9781107694163
GPSR Manufacturer Reference:
[email protected]
Weight:
974 g
Height:
178 cm
Width:
254 cm
Thickness:
28 cm
Preview Link:
https://book2look.com/book/9781107694163&shoplinkNumbers=none

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The items bear minimal signs of past use, such as light scratches or memories in the form of markings. These signs of wear give the items a charming character and tell stories of their previous owners, while not affecting their functionality.
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