Data Analytic Techniques for Dynamical Systems

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Psychology Press, Oct 12, 2012 - Medical - 296 pages
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Each volume in the Notre Dame Series on Quantitative Methodology features leading methodologists and substantive experts who provide instruction on innovative techniques designed to enhance quantitative skills in a substantive area. This latest volume focuses on the methodological issues and analyses pertinent to understanding psychological data from a dynamical system perspective. Dynamical systems analysis (DSA) is increasingly used to demonstrate time-dependent variable change. It is used more and more to analyze a variety of psychological phenomena such as relationships, development and aging, emotional regulation, and perceptual processes.

The book opens with the best occasions for using DSA methods. The final two chapters focus on the application of dynamical systems methods to problems in psychology such as substance use and gestural dynamics. In addition, it reviews how and when to use:

  • time series models from a discrete time perspective
  • stochastic differential equations in continuous time
  • estimating continuous time differential equation models
  • multilevel models of differential equations to estimate within-person dynamics and the corresponding population means
  • new SEM models for dynamical systems data


Data Analytic Techniques for Dynamical Systems is beneficial to advanced students and researchers in the areas of developmental psychology, family studies, language processes, cognitive neuroscience, social and personality psychology, medicine, and emotion. Due to the book’s instructive nature, it serves as an excellent text for advanced courses on this particular technique.

 

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Contents

Its About Time
1
2 Repeated Time Series Models for Learning Data
25
3 Dynamic Extensions of Latent Difference Score Models
47
4 Continuous Time Modeling Of Reciprocal Relationships In The CrossLagged Panel Design
87
5 Specifying Latent Differential Equations Models
131
6 Multilevel Models of Dynamical Systems
161
7 A New Class of SEM Model Equivalences and Its Implications
189
Social Contagion of Adolescent Smoking and Drinking at Aggregate and Individual Levels
213
9 Gestures as Psychophysical Judgments
243
Author Index
273
Subject Index
279
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