BriefGPT.xyz
Oct, 2017
计算公平支持向量机的频谱算法
Spectral Algorithms for Computing Fair Support Vector Machines
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Matt Olfat, Anil Aswani
TL;DR
本文阐述分类器和打分机制中存在一定的偏见，可采用协方差矩阵等方法设计公平的支持向量机模型，并通过数值实验验证其有效性。
Abstract
classifiers
and
rating scores
are prone to implicitly codifying
biases
, which may be present in the training data, against protected class
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