Fairness for machine learning

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Esmeralda Ruiz Pujadas 2022-11-4

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https://ww2.mathworks.cn/matlabcentral/answers/1843663-fairness-for-machine-learning

评论： Sudarshan 2022-11-8

Hello everybody,

I detected a general model to be biased by gender and I wanted to demonstrate it with fairness methods the same I did manually by intuition by separating the models by gender. My predictor variables were risk factors such a daily habits, exercise etc but the gender variable was included. And I don´t want to add the gender predictor in my model. But I saw in the manual of matlab that they include the predictors that we want to check for fairness in the model. So my question is should I repeat my models with gender to be able to compute the statistical parity difference by gender? I also want to try by age. So should I include both?

Thank you very much