Missing data analysis in practice. (2015)

• Record Type: Book
• Further Information: Note: Trivellore Raghunathan.
• Authors: Raghunathan, Trivellore
• Contents: Basic Concepts; Introduction; Definition of Missing Values; Missing Data Pattern; Missing Data Mechanism; Problems with Complete-Case Analysis; Analysis Approaches; Basic Statistical Concepts; A Chuckle or Two Weighting Methods; Motivation; Adjustment Cell Method; Response Propensity Model; Example; Impact of Weights on Population Mean Estimates; Post-Stratification; Survey Weights; Alternative to Weighted Analysis; Inverse Probability Weighting Imputation; Generation of Plausible Values; Hot Deck Imputation; Model Based Imputation; Example; Sequential Regression Imputation Multiple Imputation; Introduction; Basic Combining Rule; Multivariate Hypothesis Testing; Combining Test Statistics; Basic Theory of Multiple Imputation; Extended Combining Rules; Some Practical Issues; Revisiting Examples; Example: St. Louis Risk Research Project Regression Analysis; General Observations; Revisiting St. Louis Risk Research Example; Analysis of Variance; Survival Analysis Example Longitudinal Analysis with Missing Values; Introduction; Imputation Model Assumption; Example; Practical Issues; Weighting Methods; Binary Example Nonignorable Missing Data Mechanisms; Modeling Framework; EM-Algorithm; Inference under Selection Model; Inference under Mixture Model; Example; Practical Considerations Other Applications; Measurement Error; Combining Information from Multiple Data Sources; Bayesian Inference from Finite Population; Causal Inference; Disclosure Limitation Other Topics; Uncongeniality and Multiple Imputation; Multiple Imputation for Complex Surveys; Missing Values by Design; Replication Method for Variance Estimation; Final Thoughts Bibliography Index Bibliographic Notes and Exercises appear at the end of each chapter .
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2015
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 519.54; Missing observations (Statistics)
• Languages: English
• ISBNs: 9781482211931
• Related ISBNs: 9781482211924
• Notes: Note: Description based on CIP data; item not viewed.
• 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.