Author | Rรคssler, Susanne. author |
---|---|
Title | Statistical Matching [electronic resource] : A Frequentist Theory, Practical Applications, and Alternative Bayesian Approaches / by Susanne Rรคssler |
Imprint | New York, NY : Springer New York : Imprint: Springer, 2002 |
Connect to | http://dx.doi.org/10.1007/978-1-4613-0053-3 |
Descript | XVIII, 264 p. online resource |
1.1 Statistical Matching โ Problems and Perspectives -- 1.2 Record Linkage Versu s Statistical Matching -- 1.3 Statistical Matching as Nonresponse Phenomenon -- 1.4 Identification Problems Inherent in Statistical Matching -- 1.5 Outline of th e Book -- 1.6 Bibliographic and Software Notes -- Frequentist Theory of Statistical Matching -- 2.1 Introduction and Chapters Outline -- 2.2 The Matching Process -- 2.3 Properties of the Matching Process -- 2.4 Matching by Propensity Scores -- 2.5 Obj ectives of Statisti cal Matching -- 2.6 Some Illustrations -- 2.7 Concluding Remarks -- Practical Applications of Statistical Matching -- 3.1 Introduction and Chapters Outline -- 3.2 History of Statistical Matching Techniques -- 3.3 Overview of Traditional Approaches -- Alternative Approaches to Statistical Matching -- 4.1 Introduction and Chapters Outline -- 4.2 Some Basic Notation -- 4.3 Multiple Imputation Inference -- 4.4 Regression Imputation with Random Residuals -- 4.5 Noniterative Multivariate Imputation Procedure -- 4.6 Data Augmentation -- 4.7 Iterative Univariate Imputations by Chained Equ ations -- 4.8 Simulation Study โ Multivariate Normal Data -- 4.9 Concluding Remarks -- Empirical Evaluation of Alternative Approaches -- 5.1 Introduction and Chapters Outline -- 5.2 Simulation Study Using Survey Data -- 5.3 Simulation Study Using Generated Data -- 5.4 Design of the Evaluation Study -- 5.5 Results Due to Alternative Approaches -- 5.6 Concluding Remarks -- Synopsis and Outlook -- 6.1 Synopsis -- 6.2 Outlook -- Some Technicalities -- Multivariate Normal Model Completely Observed -- Normally Distributed Data Not Jointly Observed -- Basic S-PLUS Routines -- EVALprio -- EVALd -- NIBAS -- Tables -- References