91 citations · 123 across the 7 of their papers we have counts for
5 papers · 1 filter
A Self-Paced Regularization Framework for Multi-Label Learning
Changsheng Li, Fan Wei, Junchi Yan +4
In this paper, we propose a novel multi-label learning framework, called Multi-Label Self-Paced Learning (MLSPL), in an attempt to incorporate the self-paced learning strategy into…
Self-Paced Multi-Task Learning
Changsheng Li, Junchi Yan, Fan Wei +3
In this paper, we propose a novel multi-task learning (MTL) framework, called Self-Paced Multi-Task Learning (SPMTL). Different from previous works treating all tasks and instances…
Joint Active Learning with Feature Selection via CUR Matrix Decomposition
Changsheng Li, Xiangfeng Wang, Weishan Dong +3
This paper presents an unsupervised learning approach for simultaneous sample and feature selection, which is in contrast to existing works which mainly tackle these two problems s…
Dynamic Structure Embedded Online Multiple-Output Regression for Stream Data
Changsheng Li, Fan Wei, Weishan Dong +3
Online multiple-output regression is an important machine learning technique for modeling, predicting, and compressing multi-dimensional correlated data streams. In this paper, we…
Max-Margin based Discriminative Feature Learning
Changsheng Li, Qingshan Liu, Weishan Dong +2
In this paper, we propose a new max-margin based discriminative feature learning method. Specifically, we aim at learning a low-dimensional feature representation, so as to maximiz…