Domain adaptation from multiple sources : a domain-dependent regularization approach

• Main Authors: Duan, Lixin, Xu, Dong, Tsang, Ivor Wai-Hung
• Other Authors: School of Computer Engineering
• Format: Article
• Language: English
• Published: 2013
• Subjects: DRNTU::Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/99183; http://hdl.handle.net/10220/13528
• Institution: Nanyang Technological University

In this paper, we propose a new framework called domain adaptation machine (DAM) for the multiple source domain adaption problem. Under this framework, we learn a robust decision function (referred to as target classifier) for label prediction of instances from the target domain by leveraging a set...