AUC Maximization in the Era of Big Data and AI: A Survey

28 March 2022

Papers citing "AUC Maximization in the Era of Big Data and AI: A Survey"

14 / 64 papers shown

Title
AUC-based Selective Classification Andrea Pugnana Salvatore Ruggieri 26 9 0 19 Oct 2022
Asymptotically Unbiased Instance-wise Regularized Partial AUC Optimization: Theory and Algorithm Huiyang Shao Qianqian Xu Zhiyong Yang Shilong Bao Qingming Huang 21 4 0 08 Oct 2022
The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm Shilong Bao Qianqian Xu Zhiyong Yang Yuan He Xiaochun Cao Qingming Huang 38 8 0 30 Sep 2022
Minimax AUC Fairness: Efficient Algorithm with Provable Convergence Zhenhuan Yang Yan Lok Ko Kush R. Varshney Yiming Ying FaML 28 17 0 22 Aug 2022
Near-Optimal Algorithms for Making the Gradient Small in Stochastic Minimax Optimization Le‐Yu Chen Luo Luo 36 7 0 11 Aug 2022
Rank-based Decomposable Losses in Machine Learning: A Survey Shu Hu Xin Wang Siwei Lyu 38 32 0 18 Jul 2022
Multi-block Min-max Bilevel Optimization with Applications in Multi-task Deep AUC Maximization Quanqi Hu Yongjian Zhong Tianbao Yang 25 16 0 01 Jun 2022
Large-scale Optimization of Partial AUC in a Range of False Positive Rates Yao Yao Qihang Lin Tianbao Yang 38 16 0 03 Mar 2022
Performance or Trust? Why Not Both. Deep AUC Maximization with Self-Supervised Learning for COVID-19 Chest X-ray Classifications Siyuan He Pengcheng Xi Ashkan Ebadi Stéphane Tremblay Alexander Wong OOD 39 6 0 14 Dec 2021
Using StyleGAN for Visual Interpretability of Deep Learning Models on Medical Images K. Schutte O. Moindrot P. Hérent Jean-Baptiste Schiratti S. Jégou FAtt MedIm 39 60 0 19 Jan 2021
Smart Data driven Decision Trees Ensemble Methodology for Imbalanced Big Data Diego García-Gil S. García N. Xiong Francisco Herrera 11 1 0 16 Jan 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 329 4,223 0 23 Aug 2019
MoleculeNet: A Benchmark for Molecular Machine Learning Zhenqin Wu Bharath Ramsundar Evan N. Feinberg Joseph Gomes C. Geniesse Aneesh S. Pappu K. Leswing Vijay S. Pande OOD 231 1,780 0 02 Mar 2017
On the Consistency of AUC Pairwise Optimization Wei Gao Zhi-Hua Zhou 69 123 0 03 Aug 2012