Teacher
|
CONIGLIANI CATERINA
(syllabus)
Part I: Introduction to data analysis and exploratory tecniques - Data frames - Clusterv analysis - Principal component analysis
Part 2: Normal linear regression and its generalizations - Polynomial regression - Multiple regression - Logistic and multinomial regression - Beta regression - Poisson and negative binomial regression
Part 3: Panel data analysis - Balanced and unbalanced panel - Modeling the level of the dependent variable - Modeling change of the dependent variable - Fixed effects and random effects models for continuous variables
(reference books)
L BIGGERI, M BINI, A COLI, L GRASSINI, M MALTAGLIATI. STATISTICA PER LE DECISIONI AZIENDALI, PEARSON, 2012: CAP. 1, CAP. 6 E CAP. 8 (CON L'ESCLUSIONE DELLE SEZIONI 8.6.3 E 8.6.4).
A AZZALINI, B SCARPA. ANALISI DEI DATI E DATA MINING. SPRINGER, 2004: CAP. 1, CAP. 2 (2.1 E 2.4), CAP. 5 (5.1, 5.2, 5.3, 5.4), CAP 6 (6.1).
|