UT Dallas 2012 Undergraduate Catalog

CS4315 - Intelligent Systems Design

CS 4315 Intelligent Systems Design (3 semester hours) Mathematical tools for the design and evaluation of artificially intelligent deterministic and stochastic nonlinear dynamical systems for the purposes of building computational models in the fields of neuroscience, psychology, and artificial intelligence. Topics include: (1) Markov Random Field probability representations, and (2) asymptotic mathematical statistical theory for: parameter estimation, model selection, and hypothesis testing. Prerequisite: (CS 4314 or CGS 4314) or instructor consent required. (Same as CGS 4315) (3-0) T