On the Robustness of Regularized Pairwise Learning Methods Based on Kernels

12 October 2015

Papers citing "On the Robustness of Regularized Pairwise Learning Methods Based on Kernels"

8 / 8 papers shown

Title
Stability-based Generalization Analysis of Randomized Coordinate Descent for Pairwise Learning Liang Wu Ruixi Hu Yunwen Lei 77 0 0 03 Mar 2025
Bootstrap SGD: Algorithmic Stability and Robustness Andreas Christmann Yunwen Lei 55 0 0 02 Sep 2024
Dimension Free Generalization Bounds for Non Linear Metric Learning Mark Kozdoba Shie Mannor 18 0 0 07 Feb 2021
Total Stability of SVMs and Localized SVMs H. Köhler A. Christmann 53 4 0 29 Jan 2021
On the robustness of kernel-based pairwise learning Patrick Gensler A. Christmann OOD 11 3 0 29 Oct 2020
Stability and Optimization Error of Stochastic Gradient Descent for Pairwise Learning Wei Shen Zhenhuan Yang Yiming Ying Xiaoming Yuan 44 17 0 25 Apr 2019
Total stability of kernel methods A. Christmann Daohong Xiang Ding-Xuan Zhou 18 16 0 22 Sep 2017
A short note on extension theorems and their connection to universal consistency in machine learning A. Christmann Florian Dumpert Daohong Xiang 16 2 0 15 Apr 2016