154 citations · 510 across the 56 of their papers we have counts for
4 papers · 1 filter
Transfer Hashing with Privileged Information
Joey Tianyi Zhou, Xinxing Xu, Sinno Jialin Pan +3
Most existing learning to hash methods assume that there are sufficient data, either labeled or unlabeled, on the domain of interest (i.e., the target domain) for training. However…
On the Convergence of A Family of Robust Losses for Stochastic Gradient Descent
Bo Han, Ivor W. Tsang, Ling Chen
The convergence of Stochastic Gradient Descent (SGD) using convex loss functions has been widely studied. However, vanilla SGD methods using convex losses cannot perform well with…
Simple and Efficient Learning using Privileged Information
Xinxing Xu, Joey Tianyi Zhou, IvorW. Tsang +3
The Support Vector Machine using Privileged Information (SVM+) has been proposed to train a classifier to utilize the additional privileged information that is only available in th…
N-ary Error Correcting Coding Scheme
Joey Tianyi Zhou, Ivor W. Tsang, Shen-Shyang Ho +1
The coding matrix design plays a fundamental role in the prediction performance of the error correcting output codes (ECOC)-based multi-class task. {In many-class classification pr…