Uncluttered domain sub-similarity modeling for transfer regression

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...

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Bibliographic Details
Main Authors: Wei, Pengfei, Sagarna, Ramon, Ke, Yiping, Ong, Yew-Soon
Other Authors: School of Computer Science and Engineering
Format: Conference Paper
Language:English
Published: 2020
Subjects:
Online Access:https://hdl.handle.net/10356/143654