On document classification with self-organising maps

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

Volumn 5495 LNCS, Issue , 2009, Pages 140-149

  Saarikoski, Jyri ^a   Järvelin, Kalervo ^a   Laurikkala, Jorma ^a   Juhola, Martti ^a  

^a TAMPERE UNIVERSITY OF TECHNOLOGY   (Finland)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ACCURACY; DOCUMENT CLASSIFICATION; GERMAN NEWSPAPERS; K-MEANS CLUSTERING; K-NEAREST NEIGHBOURS; NEAREST NEIGHBOUR; SELF-ORGANISING MAPS; TEXT DOCUMENT;

ALGORITHMS; TEXT PROCESSING;

INFORMATION RETRIEVAL SYSTEMS;

EID: 78650735312     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-04921-7_15     Document Type: Conference Paper

References (13)

1. Airio, E.: Word normalization and decompounding in mono- and bilingual IR. Information Retrieval 9(3), 249-271 (2006)
2. Chowdhury, N., Saha, D.: Unsupervised text classification using Kohonen's self organizing network. In: Gelbukh, A. (ed.) CICLing 2005. LNCS, vol. 3406, pp. 715-718. Springer, Heidelberg (2005)
3. Conover, W.J.: Practical Nonparametric Statistics. John Wiley & Sons, New York (1999)
4. Doan, A., Domingos, P., Halevy, A.: Learning to match the schemas of data sources: a multistrategy approach. Machine Learning 50, 279-301 (2003)
5. Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification, 2nd edn. John Wiley & Sons, New York (2001)
6. Guerro-Bote, V.P., Moya-Anegón, F., Herrero-Solana, V.: Document organization using Kohonen's algorithm. Information Processing and Management 38, 79-89 (2002)
7. Honkela, T.: Self-Organizing Maps in Natural Language Processing, Academic Dissertation. Helsinki University of Technology, Finland (1997)
8. Kohonen, T.: Self-Organizing Maps. Springer, Berlin (1995)
9. Lagus, K., Kaski, S., Kohonen, T.: Mining massive document collections by the WEBSOM method. Information Sciences 163(1-3), 135-156 (2004)
10. Moya-Anegón, F., Herrero-Solana, V., Jiménez-Contreras, E.: A connectionist and multivariate approach to science maps: the SOM, clustering and MDS applied to library and information science research. Journal of Information Science 32(1), 63-77 (2006)
11. Saarikoski, J., Laurikkala, J., Järvelin, K., Juhola, M.: A study on the use of self-organising maps in information retrieval. To appear in Journal of Documentation (2008)
12. Sebastiani, F.: Machine learning in automated text categorization. ACM Computing Surveys 34(1), 1-47 (2002)
13. Serrano, J.I., del Castillo, M.D.: Evolutionary learning of document categories. Information Retrieval 10, 69-83 (2007)