Statistical Methods for Modeling Human Dynamics An Interdisciplinary Dialogue

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Contents

This interdisciplinary volume features contributions from researchers in the fields of psychology, neuroscience, statistics, computer science, and physics.

• Introduction and Section Overview.
• Part 1. Parametric and Exploratory Approaches for Extracting Within-Person Nonstationarities
  • P.C.M. Molenaar, N. Ram
    Dynamic Modeling and Optimal Control of Intra-Individual Variation: A Computational Paradigm for Non-Ergodic Psychological Processes.
  • M. Tarvainen
    Dynamic Spectral Analysis of Biomedical Signals with Application to EEG and Heart Rate Variability.
  • B. Gao, H. Ombao, M.R. Ho
    Cluster Analysis for Non-Stationary Time Series.
  • R. Prado
    Characterizing Latent Structure in Brain Signals.
  • H. Ombao, R. Prado
    A Closer Look at Two Approaches for Analysis and Classification of Non-Stationary Time Series.
• Part 2. Representing and Extracting Intraindividual Change
  • S. Boker, P.R. Deboeck, C. Edler, P. Keep
    Generalized Local Linear Approximation of Derivatives from Time Series.
  • P.R. Doebeck, S.M. Boker
    Unbiased, Smoothing-Corrected Estimation of Oscillators in Psychology.
  • P.F. Craigmile, M. Peruggia, T. Van Zandt
    Detrending Response Times Series. G. Zhang, M.W. Browne, Dynamic Factor Analysis with Ordinal Manifest Variables.
  • R.P. Bowles
    Measuring Intraindividual Variability with Intratask Change Using Item Response Models.
• Part 3. Modeling Interindividual Differences in Chang and Interpersonal Dynamics.
  • R. Cudeck, J. Harring
    Developing a Random Coefficient Model for Nonlinear Repeated Measures Data.
  • F. Hamagami, Z.J. Zhang, J. McArdle
    A Bayesian Discrete Dynamic System by Latent Difference Score Structural Equations Models for Multivariate Repeated Measures Data.
  • L. Wang, Z. Zhang, R. Estabrook
    Longitudinal Mediation Analysis of Training Intervention Effects.
  • F. Hsieh, S. Chen, S. Chow, E. Ferrer
    Exploring Intra-Individual, Inter-Individual and Inter-Variable Dynamics in Dyadic Interactions.

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