Teaching

Monday, the 12th of October 2020:
Tutorial Machine learning for multivariate and functional anomaly detection.

  • Lecture slides [pdf].

Notebooks:

Data sets:

  • Data set on anomaly detection for cars. [csv file].
  • Data set from Airbus. [csv file].
  • Historical hurricane data. [txt file].
  • Anatomical brain volume data. [nii file].
  • Left brain fiber’s bundle. [txt file].
  • Right brain fiber’s bundle. [txt file].

Supplementary scripts:

  • Routines for data depth calculation. [Python code].
  • Implementation of the functional isolation forest. [Python code].
  • Routines for input of brain imaging data. [R code].