Online and Stochastic Gradient Methods for Non-decomposable Loss Functions

24 October 2014

Papers citing "Online and Stochastic Gradient Methods for Non-decomposable Loss Functions"

18 / 18 papers shown

Title
A General Online Algorithm for Optimizing Complex Performance Metrics Wojciech Kotłowski Marek Wydmuch Erik Schultheis Rohit Babbar Krzysztof Dembczyñski 46 0 0 20 Jun 2024
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
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
AUC Maximization in the Era of Big Data and AI: A Survey Tianbao Yang Yiming Ying 33 179 0 28 Mar 2022
When AUC meets DRO: Optimizing Partial AUC for Deep Learning with Non-Convex Convergence Guarantee Dixian Zhu Gang Li Bokun Wang Xiaodong Wu Tianbao Yang 33 29 0 01 Mar 2022
Deep AUC Maximization for Medical Image Classification: Challenges and Opportunities Tianbao Yang 30 3 0 01 Nov 2021
Implicit Rate-Constrained Optimization of Non-decomposable Objectives Abhishek Kumar Harikrishna Narasimhan Andrew Cotter 13 10 0 23 Jul 2021
A surrogate loss function for optimization of $F_β$ score in binary classification with imbalanced data Namgil Lee Heejung Yang Hojin Yoo 21 8 0 03 Apr 2021
Optimizing Black-box Metrics with Adaptive Surrogates Qijia Jiang Olaoluwa Adigun Harikrishna Narasimhan M. M. Fard Maya R. Gupta 19 16 0 20 Feb 2020
Addressing the Loss-Metric Mismatch with Adaptive Loss Alignment Chen Huang Shuangfei Zhai Walter A. Talbott Miguel Angel Bautista Shi Sun Carlos Guestrin J. Susskind 18 75 0 15 May 2019
Backdrop: Stochastic Backpropagation Siavash Golkar Kyle Cranmer 33 2 0 04 Jun 2018
Binary Classification with Karmic, Threshold-Quasi-Concave Metrics Bowei Yan Oluwasanmi Koyejo Kai Zhong Pradeep Ravikumar 8 31 0 02 Jun 2018
Constrained Classification and Ranking via Quantiles Alan Mackey Xiyang Luo Elad Eban 19 6 0 28 Feb 2018
Optimizing Non-decomposable Measures with Deep Networks Amartya Sanyal Pawan Kumar Purushottam Kar S. Chawla Fabrizio Sebastiani 22 26 0 31 Jan 2018
SpectralLeader: Online Spectral Learning for Single Topic Models Tong Yu B. Kveton Zheng Wen Hung Bui Ole J. Mengshoel BDL 14 0 0 21 Sep 2017
Surrogate Functions for Maximizing Precision at the Top Purushottam Kar Harikrishna Narasimhan Prateek Jain 26 42 0 26 May 2015
Optimizing Non-decomposable Performance Measures: A Tale of Two Classes Harikrishna Narasimhan Purushottam Kar Prateek Jain 16 45 0 26 May 2015
Optimal Distributed Online Prediction using Mini-Batches O. Dekel Ran Gilad-Bachrach Ohad Shamir Lin Xiao 177 683 0 07 Dec 2010