Vak nog zonder naam

2019-2020
Dit vak wordt in het Engels aangeboden. Omschrijvingen kunnen daardoor mogelijk alleen in het Engels worden weergegeven.

Doel vak

(i) To gain insights in the computational challenges in Econometrics and
Data Science. From simple regression models towards time series and
nonlinear models, computations need to be implemented in a numerical
stable manner. (ii) To explore the ability of computer simulations to
gain insights into the properties and behavior of estimates and test
statistics.

Inhoud vak

In this course we discuss numerical and simulation-based methods for
their use in econometrics and data science. In the first part we review
matrix computations, numerical methods for optimization and Monte Carlo
integration. We illustrate how these methods are used for estimation of
parameters in statistical models. In the second part we investigate
properties of estimators, test statistics and residuals using simulation
studies. In particular, we simulate distributions of parameter estimates
under different data generation processes, but also distributions of
test statistics such as unit-root tests, of R-squared goodness-of fit in
spurious regressions, and of model selection criteria such as Akaike
information criteria. We finally use simulations to verify the accuracy
of diagnostic tests related to normality and heteroskedasticity.

Onderwijsvorm

Lectures (4 hours, each week) and tutorial lectures (2 hours, each
week). The lectures will introduce the methods from a selection of books
and articles. The homework (mostly in the form of assignments) can be
discussed during the tutorials, together with Q&As.

Toetsvorm

Written exam (percentage P), Assignments (percentage 100-P), where P is
in [50,70].

Aanbevolen voorkennis

(i) Introductory courses in Econometrics and Statistics; (ii) Basic
programming skills: some familiarity with one of [Python, MATLAB, Ox, R]

Algemene informatie

Vakcode E_EOR3_CME
Studiepunten 6 EC
Periode P1
Vakniveau 300
Onderwijstaal Engels
Faculteit School of Business and Economics
Vakcoördinator mr. M.H.C. Nientker
Examinator mr. M.H.C. Nientker
Docenten mr. M.H.C. Nientker

Praktische informatie

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