Propensity score analysis : statistical methods and applications /
Shenyang Guo, Washington University in St. Louis, Mark W. Fraser, University of North Carolina at Chapel Hill.
- Second edition.
- London: Sage, 2015.
- xxiv, 421 pages : illustrations (some color) ; 24 cm.
- Advanced quantitative techniques in the social sciences ; 11 .
Includes bibliographical references (pages 395-408) and index.
Introduction -- Counterfactual framework and assumptions -- Conventional methods for data balancing -- Sample selection and related models -- Propensity score matching and related models -- Propensity score subclassification -- Propensity score weighting -- Matching estimators -- Propensity score analysis with nonparametric regression -- Propensity score analysis of categorical or continuous treatments -- Selection bias and sensitivity analysis -- Concluding remarks.