Multiview semi-supervised learning with consensus

• Main Authors: LI, Guangxia, CHANG, Kuiyu, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2012
• Subjects: Artificial intelligence; learning systems; multiview learning; semi-supervised learning; support vector machines; Computer Sciences; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/2283; https://ink.library.smu.edu.sg/context/sis_research/article/3283/viewcontent/Multiview_semi_supervised_learning_consensus_2012_afv.pdf
• Institution: Singapore Management University

Obtaining high-quality and up-to-date labeled data can be difficult in many real-world machine learning applications. Semi-supervised learning aims to improve the performance of a classifier trained with limited number of labeled data by utilizing the unlabeled ones. This paper demonstrates a way to...