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Applied Stochastics

Seminar nonparametric statistics

08050860 · Seminar on nonparametric statistics

Lecturer: Prof. Dr. Markus Bibinger, Michael Sonntag

  • Time and place: We plan to have a block seminar. The first organizational introduction is scheduled on Tuesday October 25 at 4:15 pm (16:15 Uhr) in room 00.101 (Bibl- u Seminarzentrum) . If you want to participate, please contact the lecturers.
  • Beginn: October 25 2022, 4:15 pm
  • Vst.-Nr. 08050860
  • Language: The seminar will be in English or in German depending on the participants.

 

Contents: 

We introduce the most relevant concepts of nonparametric statistics in theory and practice.

Topics include

  • Kernel density estimation
  • Nonparametric regression and Nadaraya-Watson estimator
  • High-dimensional regression and LASSO
  • Classification
  • Unsupervised statistical learning
  • Principal component analysis
  • Supervised statistical learning

Requirements: Basic probability and mathematics. No specfic master courses required.

 

Notes:

(1) If you want to participate you should attend the organizational introduction and register via WueStudy.

(2) There is a WueCampus group for this seminar (link).