Large-Scale Text Categorization by Batch Mode Active Learning

• Main Authors: HOI, Steven C. H., JIN, Rong, LYU, Michael R.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2006
• Subjects: text categorization; active learning; logistic regression; Fisher information; convex optimization; Computer Sciences; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/2390; https://ink.library.smu.edu.sg/context/sis_research/article/3390/viewcontent/Large_scale_text_categorization_BAML_2006_WWW_pv.pdf
• Institution: Singapore Management University

Large-scale text categorization is an important research topic for Web data mining. One of the challenges in large-scale text categorization is how to reduce the human efforts in labeling text documents for building reliable classification models. In the past, there have been many studies on applyin...