Robust pairwise learning with Huber loss

Learning theory of minimum error entropy under weak moment conditions

(2021) Shouyou Huang et al.   Analysis and Applications

Learning under (1 + ϵ)-moment conditions

(2020) Yunlong Feng et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Pairwise Gaussian Loss for Convolutional Neural Networks

(2020) Yuxiang Qin et al.   IEEE Transactions on Industrial Informatics

Stability and Optimization Error of Stochastic Gradient Descent for Pairwise Learning

(2019) Wei Shen et al.   Analysis and Applications

Adaptive Huber Regression

(2018) Qiang Sun et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Online pairwise learning algorithms with convex loss functions

(2017) Junhong Lin et al.   INFORMATION SCIENCES

Generalization analysis of multi-modal metric learning

(2016) Yunwen Lei et al.   Analysis and Applications

On the robustness of regularized pairwise learning methods based on kernels

(2016) Andreas Christmann et al.   JOURNAL OF COMPLEXITY

Online Pairwise Learning Algorithms

(2016) Yiming Ying et al.   NEURAL COMPUTATION

Robustness and generalization for metric learning

(2015) Aurélien Bellet et al.   NEUROCOMPUTING

Learning performance of coefficient-based regularized ranking

(2014) Hong Chen et al.   NEUROCOMPUTING

On consistency and robustness properties of support vector machines for heavy-tailed distributions

(2013) Andreas Christmann et al.   Statistics and Its Interface

The convergence rate of a regularized ranking algorithm

(2012) Hong Chen   JOURNAL OF APPROXIMATION THEORY

On qualitative robustness of support vector machines

(2011) Robert Hable et al.   JOURNAL OF MULTIVARIATE ANALYSIS