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Εικόνα επιλογής

Bayes Models in Statistics (FT M.Sc. Stats)

(STAT235) -  Ioannis Ntzoufras

Περιγραφή Μαθήματος

Course Plan

Lecture 1: Introduction to Bayes and MCMC

Lecture 2: The Basics of WinBUGS

Lecture 3: Bayesian Regression and GLMs using R

Lectures 4-5: Bayesian GLMs and Hierarchical Models

Lectures 5-6: Bayesian Hypothesis tests, model comparison and variable selection 

 

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

Παρασκευή, 16 Φεβρουαρίου 2018