Methods for Statistical Model Fitting - December 2025

Length:  10 hours - 2 cfu

 

 

Abstract:

The course provides fundamental understanding on statistical model fitting using Maximum Likelihood Estimation (MLE) and Maximum a Posteriori (MAP) paradigms. The main topics will be: i) review on MLE and MAP; ii) Linear and Multiple Linear Regression with MLE; iii) Logistic Regression with MLE; iv) ROC curve analysis and its probabilistic interpretation; vi) Survival analysis and Cox proportional hazard model.

 

Dates & Venue

Giorni Aula Orario
 01/12/25  Lab. Laurea Magistrale - 5°floor - Via Celoria 18 - 20133 Milan  10:00 - 12:00 /   14:00 - 16:00
 02/12/25  Lab. Laurea Magistrale - 5°floor - Via Celoria 18 - 20133 Milan  14:30 - 16:30
 03/12/25  Meeting Room - 5° floor - Via Celoria 18 - 20133 Milan   10:00 - 12:00 /  14:00 - 16:00

 

Suggested Readings:

 

 

Lecturer:

Dr. Massimo Walter Rivolta - Dipartimento di Informatica

 

 

 

 

 

Assessor:

Dr. Massimo Walter Rivolta - Dipartimento di Informatica