Uncluttered domain sub-similarity modeling for transfer regression

• Main Authors: Wei, Pengfei, Sagarna, Ramon, Ke, Yiping, Ong, Yew-Soon
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2020
• Subjects: Engineering::Computer science and engineering; Kernel; Computational Modeling
• Online Access: https://hdl.handle.net/10356/143654
• Institution: Nanyang Technological University

Transfer covariance functions, which can model domain similarities and adaptively control the knowledge transfer across domains, are widely used in Gaussian process (GP) based transfer learning. We focus on regression problems in a black-box learning scenario, and study a family of rather general tr...