Multi-Task Regularization with Covariance Dictionary for Linear Classifiers

Fanyi Xiao, Ruikun Luo, Zhiding Yu

In this paper we propose a multi-task linear classifier learning problem called D-SVM (Dictionary SVM). D-SVM uses a dictionary of parameter covariance shared by all tasks to do mu…