LIFE Seminar: Winter Semester 2009/10
Transatlantic Workshop: Dynamical Systems Analysis
Instructor: Steven Boker, University of Virginia (UVa)
Introduction to Dynamical Systems
Dynamical Systems: Applications in Psychology
Dynamic Factor Analysis
Guest Lecture by John Nesselroade, UVa
Simulations of Point Attractors and Saddle Attractors
Simulations of Limit Cycles and Strange Attractors
Vector Fields, Phase Space Plots, Recurrence Diagrams, Autocorrelation
Cross-Correlation
Windowed Cross Correlation
Surrogate Data Tests
State Space Embedding
Local Linear Approximation (LLA)
Multilevel LLA Models
Coupled Oscillators Using LLA
Latent Differential Equations (LDE)
LDE Factor Models
LDE Coupled Oscillator Models
Fractal Dimensions
Multifractals
Mutual Information, Mutual Dependency
False Nearest Neighbors
Project Presentations