Data Analytic Techniques for Dynamical Systems (2020)

Data Analytic Techniques for Dynamical Systems 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 quantitati
  • Title: Data Analytic Techniques for Dynamical Systems
  • Author: Steven M. Boker Michael J. Wenger
  • ISBN: 9781283708449
  • Page: 256
  • Format: ebook
  • 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 perEach 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 and 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 perspectivestochastic differential equations in continuous timeestimating continuous time differential equation modelsmultilevel models of differential equations to estimate within person dynamics and the corresponding population meansnew SEM models for dynamical systems dataData 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 books instructive nature, it serves as an excellent text for advanced courses on this particular technique.
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      Steven M. Boker Michael J. Wenger

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