Missing data. (©2002)

• Record Type: Book
• Other Titles: Sage research methods online
• Further Information: Note: Paul D. Allison.
• Other Names: Allison, Paul David
• Contents: Series Editor's Introduction; 1. Introduction; 2. Assumptions; Missing Completely at Random; Missing at Random; Ignorable; Nonignorable; 3. Conventional Methods; Listwise Deletion; Pairwise Deletion; Dummy Variable Adjustment; Imputation; Summary; 4. Maximum Likelihood; Review of Maximum Likelihood; ML With Missing Data; Contingency Table Data; Linear Models With Normally Distributed Data; The EM Algorithm; EM Example; Direct ML; Direct ML Example; Conclusion; 5. Multiple Imputation: Bascis; Single Random Imputation; Multiple Random Imputation; Allowing for Random Variation in the Parameter Estimates; Multiple Imputation Under the Multivariate Normal Model; Data Augmentation for the Multivariate Normal Model; Convergence in Data Augmentation; Sequential Verses Parallel Chains of Data Augmentation; Using the Normal Model for Nonnormal or Categorical Data; Exploratory Analysis; MI Example 1; 6. Multiple Imputation: Complications; Interactions and Nonlinearities in MI; Compatibility of the Imputation Model and the Analysis Model; Role of the Dependent Variable in Imputation; Using Additional Variables in the Imputation Process; Other Parametric Approaches to Multiple Imputation; Nonparametric and Partially Parametric Methods; Sequential Generalized Regression Models; Linear Hypothesis Tests and Likelihood Ratio Tests; MI Example 2; MI for Longitudinal and Other Clustered Data; MI Example 3; 7. Nonignorable Missing Data; Two Classes of Models; Heckman's Model for Sample Selection Bias; ML Estimation With Pattern-Mixture Models; Multiple Imputation With Pattern-Mixture Models; 8. Summary and Conclusion; Notes; References; About the Author;
• Publisher Details: Thousand Oaks [Calif.] London : SAGE
• Publication Date: 2002
• Copyright Date: 2002
• Extent: 1 online resource (vi, 91 pages), illustrations
• Subjects: 519.54; Missing observations (Statistics); Missing observations (Statistics); Electronic books
• Languages: English
• ISBNs: 9781412985079; 1412985072; 0761916725; 9780761916727; 9781452207902; 1452207909
• Notes: Note: Includes bibliographical references.; Note: Includes bibliographical references and index.; Note: Print version record.
• 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.