Causal inference for statistics, social, and biomedical sciences : an introduction / Guido W. Imbens, Stanford University, Donald B. Rubin, Harvard University
Material type:![Text](/opac-tmpl/lib/famfamfam/BK.png)
- 9780521885881
- H 62 I42C 2015
Item type | Current library | Collection | Shelving location | Call number | Status | Date due | Barcode | Item holds | |
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SPU Library, Bangkok (Main Campus) | General Books (ENGLISH) | Floor 6: General Shelves (ENGLISH): H, J | H 62 I42C 2015 (Browse shelf(Opens below)) | Available | F066890 |
Includes bibliographical references and index
Part 1: Introduction -- Causality: The Basic Framework -- A Brief History of the Potential Outcomes Approach to Causal Inference -- A Classification of Assignment Mechanisms -- Part 2: Classical Randomized Experiments -- A Taxonomy of Classical Randomized Experiments -- Fisher's Exact P-Values for Completely Randomized Experiments -- Neyman's Repeated Sampling Approach to Completely Randomized Experiments -- Regression Methods for Completely Randomized Experiments -- Model-Based Inference for Completely Randomized Experiments -- Stratified Randomized Experiments -- Pairwise Randomized Experiments -- Case Study: An Experimental Evaluation of a Labor Market Program -- Part 3: Regular Assignment Mechanisms: Design -- Unconfounded Treatment Assignment -- Estimating the Propensity Score -- Assessing Overlap in Covariate Distributions -- Matching to Improve Balance in Covariate Distributions -- Trimming to Improve Balance in Covariate Distribution -- Part 4: Regular Assignment Mechanisms: Analysis -- Subclassification on the Propensity Score -- Matching Estimators -- A General Method for Estimating Sampling Variances for Standard Estimators for Average Causal Effects -- Inference for General Causal Estimands -- Part 5: Regular Assignment Mechanisms: Supplementary Analyses -- Assessing Unconfoundedness -- Sensitivity Analysis and Bounds -- Part 6: Regular Assignment Mechanisms with Noncompliance: Analysis -- Instrumental Variables Analysis of Randomized Experiments with One-Sided Noncompliance -- Instrumental Variables Analysis of Randomized Experiments with Two-Sided Noncompliance -- Model-Based Analysis in Instrumental Variable Settings: Randomized Experiments with Two-Sided Noncompliance -- Part 7: Conclusion -- Conclusions and Extensions
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