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Applied longitudinal data analysis : modeling change and event occurrence
- Author / Creator
- Available as
- Online
- Physical
Details
- Creator
- by Judith B. Singer and John B. Willett
- Format
- Books
- Language
- English
- Contributors
- Publication
-
- Oxford ; New York : Oxford University Press, [2003]
- ©2003
- Physical Details
-
- xx, 644 pages : illustrations ; 24 cm
- ISBNs
- 9780199864980, 9780199760725, 9780195152968, 0199864985, 0199760721, 0195152964
- OCLC
- ocn729246987, ocm49773716
- Includes bibliographical references and index.
- A Framework for Investigating Change over Time -- When Might You Study Change over Time? -- Distinguishing Between Two Types of Questions about Change -- Three Important Features of a Study of Change -- Exploring Longitudinal Data on Change -- Creating a Longitudinal Data Set -- Descriptive Analysis of Individual Change over Time -- Exploring Differences in Change across People -- Improving the Precision and Reliability of OLS-Estimated Rates of Change: Lessons for Research Design -- Introducing the Multilevel Model for Change -- What Is the Purpose of the Multilevel Model for Change? -- The Level-1 Submodel for Individual Change -- The Level-2 Submodel for Systematic Interindividual Differences in Change -- Fitting the Multilevel Model for Change to Data -- Examining Estimated Fixed Effects -- Examining Estimated Variance Components -- Doing Data Analysis with the Multilevel Model for Change -- Example: Changes in Adolescent Alcohol Use -- The Composite Specification of the Multilevel Model for Change -- Methods of Estimation, Revisited -- First Steps: Fitting Two Unconditional Multilevel Models for Change -- Practical Data Analytic Strategies for Model Building -- Comparing Models Using Deviance Statistics -- Using Wald Statistics to Test Composite Hypotheses About Fixed Effects -- Evaluating the Tenability of a Model's Assumptions -- Model-Based (Empirical Bayes) Estimates of the Individual Growth Parameters -- Treating TIME More Flexibly -- Variably Spaced Measurement Occasions -- Varying Numbers of Measurement Occasions
Subjects
- Longitudinal method.
- Social sciences -- Research.
- Longitudinal Studies.
Medical Subject Heading
- Models, Statistical.
Medical Subject Heading
- Data Interpretation, Statistical.
Medical Subject Heading
- Epidemiologic Methods.
Medical Subject Heading