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Human Ethical Bias Detection with Machine Learning Software.
Aug 2021 | repo
Instead of trying to reduce bias in machine learning software, this project aims to reduce bias from its source--- the human decisions.
- That is, this work proposes to utilize the machine learning bias inherited from the training data (human decisions) as an indicator for detecting human bias.
- While it is difficult to directly test whether a human has bias, with current research on machine learning bias, it is now easy to test, in large scale at low cost, whether a machine learning software has bias.