Active learning with history-based query selection for text categorisation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4425 LNCS, Issue , 2007, Pages 695-698

  Davy, Michael ^a   Luz, Saturnino ^a  

^a TRINITY COLLEGE DUBLIN   (Ireland)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); ITERATIVE METHODS; QUERY PROCESSING; TEXT PROCESSING;

ACTIVE LEARNING; CLASSIFICATION ACCURACY; HISTORY-BASED QUERY SELECTION; TEXT CATEGORISATION;

LEARNING SYSTEMS;

EID: 37149002556     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-71496-5_71     Document Type: Conference Paper

References (5)

1. Sebastiani, F.: Machine Learning in Automated Text Categorization. ACM Computing Surveys (CSUR) 34(1) (2002) 1-47
2. Mitchell, T.: Machine Learning. McGraw-Hill Higher Education (1997)
3. Lewis, D., Gale, W.: A sequential algorithm for training text classifiers. Proceedings of the 17th International ACM SIGIR (1994) 3-12
4. McCallum, A., Nigam, K.: Employing EM in Pool-Based Active: earning for Text Classification. Proceedings of the 15th International Conference on Machine Learning (1998) 350-358
5. Schohn, G., Cohn, D.: Less is more: Active learning with Support Vector Machines. Proceedings of the 17th International Conference on Machine Learning (2000) 285-286