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sd-discrimination's Introduction

SD - Discrimination

Framework for Subgroup Discovery, Discriminaton Detection and Exceptional Model Mining in datasets written in Python.

Subgroup discovery

  • WRA (Weighed Relative Accuracy) measure
  • Specificity measure
  • Sensitivity measure
  • Chi-squared measure

Discrimination detection

  • Elift measure
  • Support to Direct and Indirect discrimination

Exceptional Model Mining (EMM)

Model class

  • Phi-Coefficient

Quality measure

  • SCD (Significance of Correlation Difference)

Other features

  • Implementation of Beam Search for automatic discovery

sd-discrimination's People

Contributors

luukgodtschalk avatar

Watchers

James Cloos avatar Sangwoong Yoon avatar

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