OTL: A framework of Online Transfer Learning

• Main Authors: ZHAO, Peilin, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2010
• Subjects: Transfer learning; Online learning; Knowledge transfer; Computer Sciences; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/2404; https://ink.library.smu.edu.sg/context/sis_research/article/3404/viewcontent/Online_Transfer_Learning_2010.pdf
• Institution: Singapore Management University

In this paper, we investigate a new machine learning framework called Online Transfer Learning (OTL) that aims to transfer knowledge from some source domain to an online learning task on a target domain. We do not assume the target data follows the same class or generative distribution as the source...