Intensive longitudinal analysis of human processes

著者

書誌事項

Intensive longitudinal analysis of human processes

Kathleen M. Gates, Sy-Miin Chow, Peter C.M. Molenaar

(Statistics in the social and behavioral sciences series)

CRC Press, an imprint of the Taylor & Francis Group, 2023

  • : hardback

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注記

Includes bibliographical references and index

内容説明・目次

内容説明

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

目次

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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