Crutchfield, James
Center for Computational Science and Engineering
and Physics
Area of interest
Physics of computation, dynamical systems, statistical mechanics, structural complexity, evolutionary dynamics, machine learning, and distributed robotics.
Courses related to research interest
Physics of Information:
PHY 256 - Natural Computation and Self-Organization
http://cse.ucdavis.edu/%7Echaos/courses/ncaso/
Theory of computation:
ECS 120 - Introduction to the Theory of Computation
http://www.cs.ucdavis.edu/courses/exp_course_desc/120.html
OR
ECS 220 - Theory of Computation
http://www.cs.ucdavis.edu/courses/exp_course_desc/220.html
Stochastic processes:
STA 237AB - Time Series Analysis
http://www-stat.ucdavis.edu/courses/graduate
Information theory:
EEC 266 - Information Theory and Coding
http://www.ece.ucdavis.edu/Grad_classes/EEC266.html
Machine learning:
ECS 132 - Probability and Statistical Modeling for Computer Science
OR
EEC 207 - Pattern Recognition and Classification
http://www.ece.ucdavis.edu/Grad_classes/EEC207.html
Statistical inference:
STA 251 - Topics in Statistical Methods and Models
http://www-stat.ucdavis.edu/courses/graduate
Statistical mechanics:
PHY 219A
Computational science:
ECS 130 - Scientific Computation
http://www.cs.ucdavis.edu/courses/exp_course_desc/130.html
ECS 231 - Large Scale Scientific Computing
http://www.cs.ucdavis.edu/courses/exp_course_desc/231.html
PHY 150/250 - Nonlinear Physics: Modeling Chaos & Complexity
http://cse.ucdavis.edu/%7Echaos/courses/nlp/
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