terazi - AI Fairness for Doubly Imbalanced Data


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BAF

Bank Account Fraud dataset suite is generated from real world data to preserve privacy and increase instance count (Jesus et al., 2022).

This demo uses the "base" dataset
in the dataset suite.

Favourable label:

"non-fraud"

Unfavourable label:

"fraud"

Privileged group:

"young" (age < 50)

Unprivileged group:

"old" (age >= 50)

Data statistics:



Demo

Show the pareto graph using with search depth:





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Optimization metrics
DI Ratio #
MCC #
Combined Loss #