Fair Kernel Regression via Fair Feature Embedding in Kernel Space

Austin Okray, Hui Hu, Chao Lan

In recent years, there have been significant efforts on mitigating unethical demographic biases in machine learning methods. However, very little is done for kernel methods. In thi…