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Identification for prediction and decision

Title
Identification for prediction and decision / Charles F. Manski.
ISBN
9780674026537
0674026535
Published
Cambridge, Mass. : Harvard University Press, 2007.
Physical Description
xiv, 348 pages ; 25 cm.
Summary
"This book is a full-scale exposition of Charles Manski's new methodology for analyzing empirical questions in the social sciences. He recommends that researchers first ask what can be learned from data alone, and then ask what can be learned when data are combined with credible weak assumptions. Inferences predicated on weak assumptions, he argues, can achieve wide consensus, while ones that require strong assumptions almost inevitably are subject to sharp disagreements."--Jacket.
Format
Books
Language
English
Added to Catalog
June 13, 2017
Bibliography
Includes bibliographical references (pages 321-337) and indexes.
Contents
I. Prediction with incomplete data
1. Conditional prediction
2. Missing outcomes
3. Instrumental variables
4. Parametric prediction
5. Decomposition of mixtures
6. Response-based sampling
II. Analysis of treatment response
7. The selection problem
8. Linear simultaneous equations
9. Monotone treatment response
10. The mixing problem
11. Planning under ambiguity
12. Planning with sample data
III. Predicting choice behavior
13. Revealed preference analysis
14. Measuring expectations
15. Studying human decision processes.
Citation

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