Output regularized metric learning with side information

• Main Authors: LIU, Wei, HOI, Steven C. H., LIU, Jianzhuang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2008
• Subjects: Distance Metric Learning; Side Information; Output Regularized Metric Learning; Collaborative Image Retrieval; Computer Sciences; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/2379; https://ink.library.smu.edu.sg/context/sis_research/article/3379/viewcontent/Output_Regularized_Metric_Learning_SideInformation_pv.pdf
• Institution: Singapore Management University

Distance metric learning has been widely investigated in machine learning and information retrieval. In this paper, we study a particular content-based image retrieval application of learning distance metrics from historical relevance feedback log data, which leads to a novel scenario called collabo...