Data Analytic Techniques for Dynamical Systems 1st Edition by Steven M Boker, Michael Wenger ISBN 978-0805850123 0805850120
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Product details:
ISBN 10: 0805850120
ISBN 13: 978-0805850123
Author: Steven M Boker, Michael J. Wenger
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.
Table of contents:
1 Dynamical Systems: It’s About Time
Bennett I. Bertenthal
2 Repeated Time Series Models for Learning Data
Michael W. Browne and Guangjian Zhang
3 Dynamic Extensions of Latent Difference Score Models
Fumiaki Hamagami & John J. McArdle
4 Continuous Time Modeling Of Reciprocal Relationships In The Cross-Lagged Panel Design
Johan H. L. Oud
5 Specifying Latent Differential Equations Models
Steven M. Boker
6 Multilevel Models of Dynamical Systems
Scott E. Maxwell & Steven M. Boker
7 A New Class of SEM Model Equivalences and Its Implications
Peter C. M. Molenaar, Peter van Rijn, & Ellen Hamaker
8 Nonlinear Dynamic Models of Nonlinear Dynamic Behaviors: Social Contagion of Adolescent Smoking and Drinking at Aggregate and Individual Levels
Joseph L. Rodgers & Amber M. Johnson
9 Gestures as Psychophysical Judgments
Michael J. Wenger, Angelina M. Copeland, & Christof Schuster
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Tags: Steven M Boker, Michael Wenger, Data Analytic, Techniques for Dynamical