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Introduction to Intensive Longitudinal Methods | |
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What Are Intensive Longitudinal Methods? | |
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Applications of Intensive Longitudinal Methods | |
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Why Use Intensive Longitudinal Methods? | |
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Goals for This Book and Intended Audience | |
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Organization of This Book | |
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Recommended Readings | |
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Types of Intensive Longitudinal Designs | |
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Strengths of Intensive Longitudinal Designs | |
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Types of Research Questions | |
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Types of Designs and Prototypical Examples | |
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Limitations of Intensive Longitudinal Designs | |
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Which Intensive Longitudinal Design Is Best for You? | |
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Chapter Summary | |
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Recommended Readings | |
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Fundamentals of Intensive Longitudinal Data | |
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An Example Dataset | |
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Between-Subjects and Within-Subjects Levels of Analysis | |
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Allowing for Between-Subjects Heterogeneity: Random Effects | |
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Taking Account of Time | |
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How Many Independent Units Are There in Intensive Longitudinal Datasets? | |
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Choosing an Appropriate Zero Point for X | |
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Chapter Summary | |
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Recommended Readings | |
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Modeling the Time Course of Continuous Outcomes | |
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The Time Course Dataset | |
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An Application of Linear Growth Curve Analysis | |
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Example Write-Up of Time Course Data | |
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Chapter Summary | |
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Recommended Readings | |
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Appendix to Chapter 4 | |
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Modeling the Within-Subject Causal Process | |
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Conceptualizing a Within-Subject Causal Process | |
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Example Causal Process Dataset | |
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Multilevel Causal Model Linking Daily Conflict to Intimacy | |
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Modeling a Process with Missing Repeated Measurements | |
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When the Intervals between Measurements Are Unequal | |
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Example Write-Up of Causal Process Data | |
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Chapter Summary | |
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Recommended Readings | |
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Appendix to Chapter 5 | |
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Modeling Categorical Outcomes | |
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Exploring the Categorical Outcomes Dataset | |
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A Longitudinal Multilevel Model Linking Morning Anger to the Incidence of Daily Conflict in Couples | |
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Implementation in SAS PROC GLIMMIX | |
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Implementation in IBM SPSS GENLINMIXED | |
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Implementation in Mplus | |
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Chapter Summary | |
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Recommended Readings | |
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Appendix to Chapter 6 | |
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Psychometrics of Intensive Longitudinal Measures of Emotional States | |
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Basic Ideas about Random Measurement Error | |
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Making Use of Generalizability Theory | |
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Making Use of Multilevel Confirmatory Factor Analysis | |
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Chapter Summary | |
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Recommended Readings | |
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Design and Analysis of Intensive Longitudinal Studies of Distinguishable Dyads | |
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Motivation for Studying the Everyday Lives of Dyads | |
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Methodological and Design Issues in Intensive Longitudinal Studies of Distinguishable Dyads | |
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The Multilevel Model for Intensive Longitudinal Data from Distinguishable Dyads | |
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Example Write-Up of Dyadic Process Study Data | |
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Chapter Summary | |
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Recommended Readings | |
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Appendix to Chapter 8 | |
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Within-Subject Mediation Analysis | |
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Single-Level Mediation to Multilevel Mediation | |
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Empirical Example | |
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Implementing Within-Subject Mediation in Statistical Software | |
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Interpretation of Results | |
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Chapter Summary | |
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Recommended Readings | |
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Statistical Power for Intensive Longitudinal Designs | |
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Approaches to Power | |
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Power in Multilevel Models | |
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Power for the Time Course Example | |
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Power for the Causal Process Example | |
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Power for the Categorical Outcomes Example | |
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Power for the Dyadic Process Example | |
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Power for the Within-Subject Mediation Example | |
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Chapter Summary | |
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Recommended Readings | |
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References | |
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Author Index | |
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Subject Index | |
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About the Authors | |