Niveau d'étude
BAC +5
Composante
Ecole d'économie de la Sorbonne (EES)
Volume horaire
18h
Période de l'année
Automne
Description
Summary: This course is devoted to times series:
- First, taken separately, with the treatment stationary dynamics (ARMA models), with potential heteroskedasticity (ARCH effects) and non-linearity (STR Models).
- Second, in a multivariate approach, with standard linear models (VAR models and VECM ones in case of cointegration, possibly included in dynamic networks). Principles of Difference-in Difference (causal) analyses are recalled.
Professor : Catherine Bruneau (Professor of Economics - University Paris 1 Panthéon-Sorbonne)
Student assessment: Final exam (50%) + numerical implementation related to one of the topics of the course (50%)
Pré-requis obligatoires
Prerequisite (summer) reading: stationary ARMA, VAR, ARCH models, Unit Root tests
Syllabus
1.1 Stationarity ARMA and VAR (review) (Session 1& 2)
1.2 Introduction to ARCH models (review) (Session 3 )
1.3 Difference-in-Difference analysis (Session 4)
1.4 Introduction to non-linear models: the case of STR models (Session 5)
1.5 Multivariate systems (Session 6)