Through the Data Management Lens: Experimental Analysis and Evaluation
of Fair Classification

v1v2v3v4 (latest)

Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification

18 January 2021

Maliha Tashfia Islam

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Papers citing "Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification"

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Title
CausalPre: Scalable and Effective Data Pre-processing for Causal Fairness Ying Zheng Yangfan Jiang Kian-Lee Tan 68 0 0 18 Sep 2025
Stress-Testing ML Pipelines with Adversarial Data CorruptionProceedings of the VLDB Endowment (PVLDB), 2025 Jiongli Zhu Geyang Xu Felipe Lorenzi Boris Glavic Babak Salimi 187 0 0 02 Jun 2025
Is it Still Fair? A Comparative Evaluation of Fairness Algorithms through the Lens of Covariate DriftMachine-mediated learning (ML), 2024 Oscar Blessed Deho Michael Bewong Selasi Kwashie Jiuyong Li Jixue Liu Lin Liu Srecko Joksimovic FaML 236 0 0 19 Sep 2024
Enforcing Conditional Independence for Fair Representation Learning and Causal Image Generation Jensen Hwa Qingyu Zhao Aditya Lahiri Adnan Masood Babak Salimi Ehsan Adeli OOD CML 123 4 0 21 Apr 2024
OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport Alireza Pirhadi Mohammad Hossein Moslemi Alexander Cloninger Mostafa Milani Babak Salimi 131 12 0 04 Mar 2024
Adaptive Boosting with Fairness-aware Reweighting Technique for Fair Classification Xiaobin Song Zeyuan Liu Benben Jiang FaML 125 5 0 06 Jan 2024
How Far Can Fairness Constraints Help Recover From Biased Data?International Conference on Machine Learning (ICML), 2023 Mohit Sharma Amit Deshpande FaML 220 5 0 16 Dec 2023
Explainable Disparity Compensation for Efficient Fair RankingIEEE International Conference on Data Engineering (ICDE), 2023 A. Gale A. Marian 107 0 0 25 Jul 2023
Non-Invasive Fairness in Learning through the Lens of Data DriftIEEE International Conference on Data Engineering (ICDE), 2023 Ke Yang A. Meliou 219 1 0 30 Mar 2023
On Comparing Fair Classifiers under Data Bias Mohit Sharma Amit Deshpande R. Shah 266 2 0 12 Feb 2023
Consistent Range Approximation for Fair Predictive ModelingProceedings of the VLDB Endowment (PVLDB), 2022 Jiongli Zhu Sainyam Galhotra Nazanin Sabri Babak Salimi 185 13 0 21 Dec 2022