Causal Inference
By Paul R. Rosenbaum
By Paul R. Rosenbaum
By Paul R. Rosenbaum
By Paul R. Rosenbaum
Part of The MIT Press Essential Knowledge series
Part of The MIT Press Essential Knowledge series
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$16.95
Apr 04, 2023 | ISBN 9780262545198
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Apr 04, 2023 | ISBN 9780262373531
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Table Of Contents
Series Foreword ix
List of Examples xi
List of Methodological Topics xiii
1 The Effects Caused by Treatments 1
2 Randomized Experiments 21
3 Observational Studies: The Problem 47
4 Adjustments for Measured Covariates 67
5 Sensitivity to Unmeasured Covariates 85
6 Quasi-Experimental Devices in the Design of Observational Studies 103
7 Natural Experiments, Discontinuities, and Instruments 117
8 Replication, Resolution, and Evidence Factors 149
9 Uncertainty and Complexity in Causal Inference 159
Postscript: Key Ideas, Chapter by Chapter 175
Glossary 179
Notes 181
Bibliography 189
Further Reading 197
Index 199
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