Applied longitudinal data analysis : modeling change and event occurrence / by Judith B. Singer and John B. Willett.
| Author/creator | Singer, Judith D. |
| Other author | Willett, John B. |
| Format | Electronic |
| Publication Info | Oxford ; New York : Oxford University Press, ©2003. |
| Description | 1 online resource (xx, 644 pages) : illustrations |
| Supplemental Content | EBSCOhost |
| Subjects |
| Contents | 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. |
| Bibliography note | Includes bibliographical references and index. |
| Source of description | Description based on print version record. |
| Issued in other form | Print version: Singer, Judith D. Applied longitudinal data analysis. Oxford ; New York : Oxford University Press, c2003 0195152964 |
| Genre/form | Electronic books. |
| ISBN | 9780199760725 (electronic bk.) |
| ISBN | 0199760721 (electronic bk.) |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Electronic Resources | Access Content Online | ✔ Available |