STAT222: Bayesian Nonparametric Methods

Theory, methods, and applications of Bayesian nonparametric modeling. Prior probability models for spaces of functions. Dirichlet processes. Polya trees. Nonparametric mixtures. Models for regression, survival analysis, categorical data analysis, and spatial statistics. Examples drawn from social, engineering, and life sciences.

5 credits

Year	Fall	Winter	Spring	Summer
2024-25			Section 01 Athanasios Kottas (thanos)
2022-23			Section 01 Thanasis Kottas (thanos)
2021-22			Section 01 Thanasis Kottas (thanos)

Comments

Formerly AMS 0241

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