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Mitigating algorithmic bias using regularisation and reweighing with bi-objective (accuracy and fairness) measure

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JohnOlushola/bias-mitigation

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Mitigating Algorithmic Bias

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Running the notebook requires that you have the following installed correctly on your PC/Mac.

  • sciPy
  • AIF360 (Follow instructions on AIF360 documentation)
  • Numpy
  • Pandas
  • Matplotlib

Notebook (Main)

The contains results of expirements and analyses used in the report. All experiments and analyses for each task are done both the Adult Income dataset and the Census dataset. Simply Run All to repeat experiments and analysis for both datasets.

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Mitigating algorithmic bias using regularisation and reweighing with bi-objective (accuracy and fairness) measure

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