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Convex Formulations for Fair Principal Component Analysis

11 February 2018

Papers citing "Convex Formulations for Fair Principal Component Analysis"

31 / 31 papers shown

Title
StablePCA: Learning Shared Representations across Multiple Sources via Minimax Optimization Zhenyu Wang Molei Liu Jing Lei Francis Bach Zijian Guo 97 1 0 02 May 2025
Hidden Convexity of Fair PCA and Fast Solver via Eigenvalue Optimization Junhui Shen Aaron J. Davis Ding Lu Z. Bai 81 2 0 01 Mar 2025
Achieving Fair PCA Using Joint Eigenvalue Decomposition Vidhi Rathore Naresh Manwani 56 1 0 24 Feb 2025
Fairness-Aware Estimation of Graphical Models Zhuoping Zhou Davoud Ataee Tarzanagh Bojian Hou Qi Long Li Shen 83 0 0 30 Aug 2024
Fair Streaming Principal Component Analysis: Statistical and Algorithmic Viewpoint Junghyun Lee Hanseul Cho Se-Young Yun Chulhee Yun 67 5 0 28 Oct 2023
A Joint Matrix Factorization Analysis of Multilingual Representations Zheng Zhao Yftah Ziser Bonnie Webber Shay B. Cohen 87 4 0 24 Oct 2023
When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations David Liu Jackie Baek Tina Eliassi-Rad 72 0 0 15 Oct 2023
Fair Column Subset Selection Antonis Matakos Bruno Ordozgoiti Suhas Thejaswi 67 3 0 07 Jun 2023
Fair Oversampling Technique using Heterogeneous Clusters Ryosuke Sonoda 85 14 0 23 May 2023
Efficient fair PCA for fair representation learning Matthäus Kleindessner Michele Donini Chris Russell Muhammad Bilal Zafar FaML 99 16 0 26 Feb 2023
Cubic-Regularized Newton for Spectral Constrained Matrix Optimization and its Application to Fairness Casey Garner Gilad Lerman Shuzhong Zhang 49 0 0 02 Sep 2022
A novel approach for Fair Principal Component Analysis based on eigendecomposition G. D. Pelegrina L. Duarte FaML 68 11 0 24 Aug 2022
Distributionally Robust Fair Principal Components via Geodesic Descents Hieu Vu Toan M. Tran Man-Chung Yue Viet Anh Nguyen 65 14 0 07 Feb 2022
Fast and Efficient MMD-based Fair PCA via Optimization over Stiefel Manifold Junghyun Lee Gwangsun Kim Matt Olfat M. Hasegawa-Johnson Chang D. Yoo 115 16 0 23 Sep 2021
FiSH: Fair Spatial Hotspots Deepak P Sowmya S. Sundaram 67 1 0 01 Jun 2021
Sampling a Near Neighbor in High Dimensions -- Who is the Fairest of Them All? Martin Aumüller Sariel Har-Peled S. Mahabadi Rasmus Pagh Francesco Silvestri 27 14 0 26 Jan 2021
FairOD: Fairness-aware Outlier Detection Shubhranshu Shekhar Neil Shah Leman Akoglu 72 37 0 05 Dec 2020
Representativity Fairness in Clustering Deepak P Savitha Sam Abraham FaML 32 14 0 11 Oct 2020
Analysis of Trade-offs in Fair Principal Component Analysis Based on Multi-objective Optimization G. D. Pelegrina Renan D. B. Brotto L. Duarte R. Attux João Marcos Travassos Romano 25 4 0 11 Jun 2020
Fair Outlier Detection D. P. Savitha Sam Abraham FaML 115 18 0 20 May 2020
Covariance-Robust Dynamic Watermarking Matt Olfat S. Sloan P. Hespanhol Matthew Porter Ram Vasudevan A. Aswani AAML 52 9 0 31 Mar 2020
Fair Principal Component Analysis and Filter Design Gad Zalcberg A. Wiesel 53 13 0 16 Feb 2020
Efficient Fair Principal Component Analysis Mohammad Mahdi Kamani Farzin Haddadpour R. Forsati M. Mahdavi 94 37 0 12 Nov 2019
Learning Fair and Interpretable Representations via Linear Orthogonalization Yuzi He Keith Burghardt Kristina Lerman FaML 31 4 0 28 Oct 2019
Optimization Hierarchy for Fair Statistical Decision Problems A. Aswani Matt Olfat 58 3 0 18 Oct 2019
Fairness in Clustering with Multiple Sensitive Attributes Savitha Sam Abraham • Deepak Sowmya S. Sundaram FaML 69 43 0 11 Oct 2019
A Distributed Fair Machine Learning Framework with Private Demographic Data Protection Hui Hu Yijun Liu Zhen Wang Chao Lan FaML FedML 86 26 0 17 Sep 2019
Fair Kernel Regression via Fair Feature Embedding in Kernel Space Austin Okray Hui Hu Chao Lan FaML 80 4 0 04 Jul 2019
Near Neighbor: Who is the Fairest of Them All? Sariel Har-Peled S. Mahabadi 77 22 0 06 Jun 2019
Fairness in representation: quantifying stereotyping as a representational harm Mohsen Abbasi Sorelle A. Friedler C. Scheidegger Suresh Venkatasubramanian 53 51 0 28 Jan 2019
The Price of Fair PCA: One Extra Dimension Samira Samadi U. Tantipongpipat Jamie Morgenstern Mohit Singh Santosh Vempala FaML 136 158 0 31 Oct 2018