DE

Modul

Nonparametric Statistics [M-MATH-102910]

Credits
4
Recurrence
Unregelmäßig
Duration
1 Semester
Language
Level
4
Version
2

Responsible

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