Subdomain adaptation with manifolds discrepancy alignment

• Main Authors: Wei, Pengfei, Ke, Yiping, Qu, Xinghua, Leong, Tze-Yun
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Transfer Learning; Subdomain Alignment
• Online Access: https://hdl.handle.net/10356/149796
• Institution: Nanyang Technological University

Reducing domain divergence is a key step in transfer learning. Existing works focus on the minimization of global domain divergence. However, two domains may consist of several shared subdomains, and differ from each other in each subdomain. In this paper, we take the local divergence of subdomains...