Modul
Extreme Value Theory [M-MATH-102939]
Credits
4Recurrence
UnregelmäßigDuration
1 SemesterLanguage
Level
4Version
2Responsible
Organisation
- KIT-Fakultät für Mathematik
Part of
Bricks
Identifier | Name | LP |
---|---|---|
T-MATH-105908 | Extreme Value Theory | 4 |
Competence Certificate
The module will be completed by an oral exam (approx. 20 min).
Competence Goal
Students are able to
· name, explain, motivate and apply statistical methods for estimating risk measures,
· model and quantify extreme events,
· apply specific probabilistic techniques of extreme value theory,
- master proof techniques,
· work in a self-organised and reflective manner.
Prerequisites
None
Content
· Theorem of Fisher and Tippett's
· Generalised extreme value and Pareto distribution (GED and GPD)
· Domain of attractions of generalised extreme value distributions
· Theorem of Pickands-Balkema-de Haan
· Estimation of risk measures
· Hill estimator
· Block maxima method
· POT method
Recommendation
The content of the module "Probability theory" is recommended.
Workload
Total workload: 120 hours
Attendance: 45 hours
-
lectures and problem classes including the examination.
Self studies: 75 hours
· follow-up and deepening of the course content
· work on problem sheets
· literature and internet research on the course content
· preparation for the module examination