Prof. Tiziano Iannaccio

Argomenti del programma: Topics may undergo changes 1. Introduction and review of basic concepts 2. Simple Linear Regression (recap) Intro to simple linear regression Estimating the regression parameters Evaluating the goodness of fit Making predictions and inferences Confidence intervals and hypothesis tests 3.

• Hoff P. (2009). A First Course in Bayesian Statistical Methods. Springer.

Argomenti del programma: • Introduction • Probability and Statistics recap • Principles of regression • Simple and multivariate linear regression • Cross-validation • Principles of classification • Logistic regression • Clustering • Principles of Bayesian inference • Bayesian linear regression