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Propensity Score Modeling and Adjustment Procedures

By David Stephens

Chapman and Hall/CRC – 2015 – 300 pages

Series: Chapman & Hall/CRC Monographs on Statistics & Applied Probability

Purchasing Options:

  • Hardback: $89.95
    978-1-46-659228-5
    June 25th 2015
    Not yet available

Description

This book provides a good balance of propensity score modeling theory (particularly semiparametric methods) and applications through worked examples and software, including R and Stata code. Key topics covered include longitudinal data, survival data, survey sampling, model selection, and Bayesian aspects. The book is suitable for graduate students and researchers in statistics as well as practitioners in applied areas, such as the health, social, and behavioral sciences, and econometrics.

Contents

Introduction. Semiparametric Theory of Efficient Estimation. Propensity Score Adjustments. Inverse Probability of Treatment Weighting. Longitudinal Data. Survival Models. Bayesian Formulation.

Name: Propensity Score Modeling and Adjustment Procedures (Hardback)Chapman and Hall/CRC 
Description: By David Stephens. This book provides a good balance of propensity score modeling theory (particularly semiparametric methods) and applications through worked examples and software, including R and Stata code. Key topics covered include longitudinal data, survival data,...
Categories: Regression Analysis and Multivariate Statistics, Statistics for the Biological Sciences, Statistical Theory & Methods