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Derived from
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21210007 METODI STATISTICI APPLICATI ALL'ECONOMIA in Environment and Development Economics LM-56 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).
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Università Roma Tre