4 datasets found

Tags: Fairness in Machine Learning

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  • CausalFairML via RPID

    A decision can be defined as fair if equal individuals are treated equally and unequals are treated unequally. Adopting this definition, the task of designing machine learning...

  • Fair Overlap Number of Balls (Fair-ONB)

    The Fair-ONB method is a novel undersampling proposal based on data morphology.

  • ACSEmployment

    ACSEmployment is another one of the five pre-defined tasks in the Folktables dataset [17]. We use the same subset from the state of California, USA for 2018 as above. The...

  • ACSIncome

    ACSIncome is one of the five pre-defined tasks in the Folktables dataset [17], which was recently collected to improve the older and commonly used UCI Adult Income dataset [19]....