Adaptive fairness improvement based causality analysis
Given a discriminating neural network, the problem of fairness improvement is to systematically reduce discrimination without significantly scarifies its performance (i.e., accuracy). Multiple categories of fairness improving methods have been proposed for neural networks, including pre-processing,...
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| المؤلفون الرئيسيون: | , |
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| التنسيق: | text |
| اللغة: | English |
| منشور في: |
Institutional Knowledge at Singapore Management University
2022
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| الموضوعات: | |
| الوصول للمادة أونلاين: | https://ink.library.smu.edu.sg/sis_research/7280 https://ink.library.smu.edu.sg/context/sis_research/article/8283/viewcontent/2209.07190.pdf |
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| المؤسسة: | Singapore Management University |
| اللغة: | English |