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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| Main Authors: | , |
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| Format: | text |
| Language: | English |
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Institutional Knowledge at Singapore Management University
2022
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| Subjects: | |
| Online Access: | 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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| Institution: | Singapore Management University |
| Language: | English |