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Modul
Nonparametric Statistics [M-MATH-102910]
Credits
4Recurrence
UnregelmäßigDuration
1 SemesterLanguage
Level
4Version
2Responsible
Organisation
- KIT-Fakultät für Mathematik
Part of
Bricks
Identifier | Name | LP |
---|---|---|
T-MATH-105873 | Nonparametric Statistics | 4 |
Competence Certificate
The module will be completed with an oral exam (ca. 20 min).
Competence Goal
By the end of the course, students will be able to
- explain nonparametric statistical tests based on location problems and distinguish them from parametric methods,
- name and explain nonparametric estimation methods for nonparametric regression and density estimation,
- know and apply optimality criteria for the statistical methods covered.
Prerequisites
None
Content
- Introduction to nonparametric models
- Nonparametric tests, especially rank statistics
- Nonparametric density and regression estimation
- Dependence measures or optimal convergence rates
Recommendation
The contents of the module 'Probability Theory' are strongly recommended. The module 'Mathematical Statistics' is recommended.
Workload
Total workload: 120 hours
Attendance: 45 h
- lectures, problem classes and examination
Self studies: 75 h
- follow-up and deepening of the course content,
- work on problem sheets,
- literature study and internet research on the course content,
- preparation for the module examination