Feature Selection Under Fairness and Performance Constraints

Author:

Dorleon GinelORCID,Megdiche ImenORCID,Bricon-Souf NathalieORCID,Teste OlivierORCID

Publisher

Springer International Publishing

Reference9 articles.

1. Yeom, S., Datta, A., Fredrikson, M.: Hunting for discriminatory proxies in linear regression models. In: Proceedings of the 32nd International Conference on Neural Information Processing Systems (NIPS 2018), pp. 4573–4583. Curran Associates Inc., Red Hook (2018)

2. Fang, B., Jiang, M., Cheng, P., Shen, J., Fang, Y.: Achieving outcome fairness in machine learning models for social decision problems. In: Bessiere, C. (ed.) Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, IJCAI 2020, pp. 444–450 (2020). ijcai.org

3. Peng, H., Long, F., Ding, C.: Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy. IEEE Trans. Pattern Anal. Mach. Intell. 27, 8 (2005)

4. Lei, Yu., Liu, H.: Efficient feature selection via analysis of relevance and redundancy. J. Mach. Learn. Res. 5(2004), 1205–1224 (2004)

5. Wang, M., Tao, X., Han, F.: A new method for redundancy analysis in feature selection. In: 2020 3rd International Conference on Algorithms, Computing and Artificial Intelligence (ACAI 2020), Article 21, 5 p. Association for Computing Machinery, New York (2020)

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. REFRESH: Responsible and Efficient Feature Reselection guided by SHAP values;Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society;2023-08-08

2. FAPFID: A Fairness-Aware Approach for Protected Features and Imbalanced Data;Transactions on Large-Scale Data- and Knowledge-Centered Systems LIII;2023

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