Self-organising maps in document classification: A comparison with six machine learning methods

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

Volumn 6593 LNCS, Issue PART 1, 2011, Pages 260-269

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

^a TAMPERE UNIVERSITY OF TECHNOLOGY   (Finland)

Author keywords

document classification; machine learning; neural networks; self organising map

Indexed keywords

BASELINE METHODS; BAYES CLASSIFIER; CLASSIFICATION TASKS; CLASSIFICATION TREES; DATA SETS; DOCUMENT CLASSIFICATION; K-MEANS CLUSTERING; K-NEAREST NEIGHBOURS; KOHONEN MAP; MACHINE LEARNING; MACHINE LEARNING METHODS; REUTERS; SELF-ORGANISING MAP; SELF-ORGANISING MAPS; TEXT DOCUMENT; UNSUPERVISED METHOD; WARD'S CLUSTERING;

ALGORITHMS; CLUSTER ANALYSIS; DISCRIMINANT ANALYSIS; LEARNING SYSTEMS; NEURAL NETWORKS; TEXT PROCESSING; TREES (MATHEMATICS);

INFORMATION RETRIEVAL SYSTEMS;

EID: 79955110192     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-20282-7_27     Document Type: Conference Paper

References (23)

1. Apte, C., Damerau, F.J., Weiss, S.M.: Automated learning of decision rules for text categorization. ACM Transactions on Information Systems 12, 233-251 (1994)
2. ChandraShekar, B.H., Shobha, G.: Classification of Documents Using Kohonen's Self- Organizing Map. International Journal of Computer Theory and Engineering 5(1), 610-613 (2009)
3. Chen, Y., Qin, B., Liu, T., Liu, Y., Li, S.: The Comparison of SOM and K-means for Text Clustering. Computer and Information Science 2(3), 268-274 (2010)
4. 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)
5. Chumwatana, T., Wong, K., Xie, H.: A SOM-Based Document Clustering Using Frequent Max Substring for Non-Segmented Texts. Journal of Intelligent Learning Systems & Applications 2, 117-125 (2010)
6. CLEF: The Cross-Language Evaluation Forum, http://www.clef-campaign.org/
7. Conover, W.J.: Practical Nonparametric Statistics. John Wiley & Sons, New York (1999)
8. Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification, 2nd edn. John Wiley & Sons, New York (2001)
9. Eyassu, S., Gambäck, B.: Classifying Amharic News Text Using Self-Organizing Maps. Proceeding of the ACL Workshop on Computational Approaches to Semitic Languages, Ann Arbor, Michigan, USA, pp. 71-78 (2005)
10. Fernández, J., Mones, R., Díaz, I., Ranilla, J., Combarro, E.F.: Experiments with Self Organizing Maps in CLEF 2003. In: Peters, C., Gonzalo, J., Braschler, M., Kluck, M. (eds.) CLEF 2003. LNCS, vol. 3237, pp. 358-366. Springer, Heidelberg (2004)
11. Guerro-Bote, V.P., Moya-Anegón, F., Herrero-Solana, V.: Document organization using Kohonen's algorithm. Information Processing and Management 38, 79-89 (2002)
12. Honkela, T.: Self-Organizing Maps in Natural Language Processing, Academic Dissertation. Helsinki University of Technology, Finland (1997)
13. Kohonen, T.: Self-Organizing Maps. Springer, Berlin (1995)
14. Lagus, K.: Text retrieval using self-organized document maps. Neural Processing Letters 15, 21-29 (2002)
15. Lagus, K., Kaski, S., Kohonen, T.: Mining massive document collections by the WEBSOM method. Information Sciences 163(1-3), 135-156 (2004)
16. 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)
17. Reuters-21578 collection, http://kdd.ics.uci.edu/databases/reuters21578/ reuters21578.html
18. Saarikoski, J., Laurikkala, J., Järvelin, K., Juhola, M.: A study of the use of self-organising maps in information retrieval. Journal of Documentation 65(2), 304-322 (2009)
19. Saarikoski, J., Järvelin, K., Laurikkala, J., Juhola, M.: On Document Classification with Self-Organising Maps. In: Kolehmainen, M., Toivanen, P., Beliczynski, B. (eds.) ICANNGA 2009. LNCS, vol. 5495, pp. 140-149. Springer, Heidelberg (2009)
20. Salton, G.: Automatic Text Processing: The Transformation, Analysis and Retrieval of Information by Computer. Addison-Wesley, Reading (1989)
21. Sebastiani, F.: Machine learning in automated text categorization. ACM Computing Surveys 34(1), 1-47 (2002)
22. SOM-PAK, http://www.cis.hut.fi/research/som-research/nnrc-programs.shtml
23. 20 newsgroups collection, http://people.csail.mit.edu/jrennie/ 20Newsgroups/