Παρουσίαση/Προβολή

Εφαρμοσμένη Μπεϋζιανή Στατιστική (PT M.Sc. Stats)

(STAT285) - ΙΩΑΝΝΗΣ ΝΤΖΟΥΦΡΑΣ

Περιγραφή Μαθήματος

Course Plan

Lecture 1: Introduction to Bayes and MCMC

Lecture 2-3: The Basics of WinBUGS

Lecture 4: Lab 1 & Regression

Lecture 5: Bayesian Regression and GLMs using R & Bayesian GLMs

Lecture 6: Bayesian Hierarchical Models

Lecture 7: Bayesian Hypothesis tests, model comparison and variable selection

Lectures 8: Lab 2

References:

I. Ntzoufras (2009). Bayesian Modelling Using WinBUGS. Wiley.
B.P. Carlin and T.A. Louis (2008). "Bayesian Methods for Data Analysis", 3rd Edition (Chapman & Hall/CRC Texts in Statistical Science)
P. Dellaportas and P. Tsiamyrtzis "Introduction to Bayesian Statistics", AUEB lecture notes (in Greek)

Ημερομηνία δημιουργίας

Δευτέρα, 9 Μαρτίου 2020