Statistical methods for handling incomplete data. (2013)

• Record Type: Book
• Further Information: Note: By Jae Kwang Kim, Jun Shao.
• Authors: Kim, Jae Kwang, 1968-; (Statistician), Shao, Jun
• Contents: Introduction; Introduction; Outline; How to Use This Book Likelihood-Based Approach; Introduction; Observed Likelihood; Mean Score Approach; Observed Information Computation; Introduction; Factoring Likelihood Approach; EM Algorithm; Monte Carlo Computation; Monte Carlo EM; Data Augmentation Imputation; Introduction; Basic Theory for Imputation; Variance Estimation after Imputation; Replication Variance Estimation; Multiple Imputation; Fractional Imputation Propensity Scoring Approach; Introduction; Regression Weighting Method; Propensity Score Method; Optimal Estimation; Doubly Robust Method; Empirical Likelihood Method; Nonparametric Method Nonignorable Missing Data; Nonresponse Instrument; Conditional Likelihood Approach; Generalized Method of Moments (GMM) Approach; Pseudo Likelihood Approach; Exponential Tilting (ET) Model; Latent Variable Approach; Callbacks; Capture–Recapture (CR) Experiment Longitudinal and Clustered Data; Ignorable Missing Data; Nonignorable Monotone Missing Data; Past-Value-Dependent Missing Data; Random-Effect-Dependent Missing Data Application to Survey Sampling; Introduction; Calibration Estimation; Propensity Score Weighting Method; Fractional Imputation; Fractional Hot Deck Imputation; Imputation for Two-Phase Sampling; Synthetic Imputation Statistical Matching; Introduction; Instrumental Variable Approach; Measurement Error Models; Causal Inference Bibliography Index
• Publisher Details: Place of publication not identified : Chapman and Hall/CRC
• Publication Date: 2013
• Extent: 1 online resource (223 pages), (2 illustrations)
• Subjects: 519.54; Missing observations (Statistics); Multiple imputation (Statistics)
• Languages: English
• ISBNs: 9781482205077; 1482205076
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.