Batch Mode Active Learning with Applications to Text Categorization and Image Retrieval

• Main Authors: HOI, Steven C. H., JIN, Rong, LYU, Michael R.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2009
• Subjects: Batch mode active learning; convex optimization; image retrieval; kernel logistic regressions; logistic regressions; text categorization; Databases and Information Systems; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/2310; https://ink.library.smu.edu.sg/context/sis_research/article/3310/viewcontent/BMAL_TextCat_2009_afv.pdf
• Institution: Singapore Management University

Most machine learning tasks in data classification and information retrieval require manually labeled data examples in the training stage. The goal of active learning is to select the most informative examples for manual labeling in these learning tasks. Most of the previous studies in active learni...