Intensive longitudinal analysis of human processes
Author(s)
Bibliographic Information
Intensive longitudinal analysis of human processes
(Statistics in the social and behavioral sciences series)
CRC Press, an imprint of the Taylor & Francis Group, 2023
- : hardback
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Note
Includes bibliographical references and index
Description and Table of Contents
Description
Description of time series, measurement, model building, and network methods for person-specific analysis
Discussion of the statistical methods in the context of human research
Empirical and simulated data examples used throughout the book
R code for analyses provided as an online supplement
Recorded lectures accompany each chapter
Table of Contents
1.Theory: Mathematical theorems about the relation between IAV and IEV. 2. P-Technique. 3. Vector Autoregression (VAR). 4. Dynamic Factor Analysis. 5. Model Specification and Selection Procedures.6. Models of Intraindividual Variability with Time-Varying Parameters (TVPs). 7. Control Theory Optimization of Dynamic Processes. 8. The Intersection of Network Science and IAV.
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