94 citations · 291 across the 30 of their papers we have counts for
4 papers · 1 filter
Towards Semi-supervised Learning with Non-random Missing Labels
Yue Duan, Zhen Zhao, Lei Qi +3
Semi-supervised learning (SSL) tackles the label missing problem by enabling the effective usage of unlabeled data. While existing SSL methods focus on the traditional setting, a p…
RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning
Yue Duan, Lei Qi, Lei Wang +2
In this work, we propose Reciprocal Distribution Alignment (RDA) to address semi-supervised learning (SSL), which is a hyperparameter-free framework that is independent of confiden…
OPML: A One-Pass Closed-Form Solution for Online Metric Learning
Wenbin Li, Yang Gao, Lei Wang +3
To achieve a low computational cost when performing online metric learning for large-scale data, we present a one-pass closed-form solution namely OPML in this paper. Typically, th…
Multiple Kernel Learning in the Primal for Multi-modal Alzheimer's Disease Classification
Fayao Liu, Luping Zhou, Chunhua Shen +1
To achieve effective and efficient detection of Alzheimer's disease (AD), many machine learning methods have been introduced into this realm. However, the general case of limited t…