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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

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Stargazers

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Watchers

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Forkers

swyoon

sd-discrimination's Issues

Implement beam search for SD

Once all the quality measures has been defined, try to automatize the search of subgroups by implementing the beam search to Subgroup Discovery. Until then, define subgroups manually

Define elift measure

Implement one method that given a subgroup with two attributes and one label (Dataframe), returns the elift

Define WRA quality measure

Implement one method that given QualityMeasure.WRA (Defined enum) and a subgroup (Dataframe), returns the WRA

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