ICML2024
Decouple then Classify: A Dynamic Multi-view Labeling Strategy with Shared and Specific Information
Xinhang Wan, Jiyuan Liu, Xinwang Liu, Yi Wen, Hao Yu, Siwei Wang, Shengju Yu, Tianjiao Wan, Jun Wang, En Zhu
6 citations
Abstract
In real applications, data frequently comes from multiple sources, and such multi-view data often contains more information Applications 2024-6-27 3 ■ Medical Domain: disease diagnosis ■ Agricultural Domain: plant disease control ■ Business Domain: recommendation system SSMVC 2024-6-27 4 ■ Semi-supervised classification • aim to partition data into several groups with limited labeled data • most focus on single-view data, how to extend it to multi-view scenario ■ SSMVC • semi-supervised multi-view classification(SSMVC), relying on multi-view fusion