Document clustering using K-means, heuristic K-means and fuzzy C-means

Proceedings - 2011 International Conference on Computational Intelligence and Communication Systems, CICN 2011

Volumn , Issue , 2011, Pages 297-301

  Singh, Vivek Kumar ^a   Tiwari, Nisha ^b   Garg, Shekhar ^b  

^a SOUTH ASIAN UNIVERSITY   (India)

^b BANARAS HINDU UNIVERSITY   (India)

Author keywords

Cluster Evaluation; Document Clustering; Fuzzy C means; Heuristic K means; K means

Indexed keywords

CLUSTER EVALUATION; DATA SETS; DOCUMENT CLUSTERING; FUZZY C MEAN; FUZZY C-MEANS ALGORITHMS; K-MEANS; NEWS ARTICLES; PERFORMANCE MEASURE; STOP WORD; TEXT DOCUMENT; TEXT FILE; UNSUPERVISED CLASSIFICATION;

ARTIFICIAL INTELLIGENCE; CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; COMMUNICATION SYSTEMS; FEATURE EXTRACTION; FUZZY CLUSTERING; FUZZY SYSTEMS; HEURISTIC ALGORITHMS; HEURISTIC METHODS; INFORMATION RETRIEVAL;

INFORMATION RETRIEVAL SYSTEMS;

EID: 84856194303     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CICN.2011.62     Document Type: Conference Paper

References (17)

1. A.K. Jain, M.N. Murty and P.J. Flynn, "Data Clustering: A Review", ACM Computing Surveys, Vol. 31, No. 3, 1999.
2. th International Conference on Pattern Recognition, Tampa, FL, 2008.
3. A.K. Jain and R.C. Dubes, "Algorithms for Clustering Data", Prentice-Hall Advanced Reference Series, Prentice Hall, NJ, 1988
4. C.D. Manning, P. Raghvan and H. Schutze, "Introduction to Information Retrieval", pp. 321-331, Cambridge University Press, 2008.
5. nd Edition, Wiley-Interscience, 2000.
6. P.H.A. Sneath and R.R. Sokal, "Numerical Taxonomy", Freeman, London, UK, 1973.
7. B. King, "Step-wise Clustering Procedures", Journal of American Statistical Association 69, pp. 86-101, 1967.
8. F. Murtagh, "A Survey of Recent Advances in Hierarchical Clustering Algorithms which use Cluster Centers", Comput J. 26, pp. 354-359, 1984.
9. J. Valente De Oliviera and W. Pedrycz, "Advances in Fuzzy Clustering and its Applications", pp. 3-30, John Wiley & Sons, 2007.
10. J.C. Bezdek, "Pattern Recognition with Fuzzy Objective Function Algorithms", Plenum Press, New York, 1981.
11. D. Lewis, "Reuters-21578 text categorization text collection 1.0", http://www.research.att.com/~lewis/reuters21578.html
12. Classic 4 (7095) dataset, ftp://ftp.cs.cornell.edu/pub/smart/
13. and also at http://www.dataminingresearch.com/download/dataset/ classicdocs.rar
14. -20 Newsgroups Dataset, http://www.ai.mit.edu/prople/jrennie/20- newsgroups/
15. M.F. Porter, "An Algorithm for Suffix Stripping", In Program 14(3), 1980.
16. M. Steinbach, G. Karypis, and V. Kumar, "A comparison of document clustering techniques", In KDD Workshop on Text Mining, 2002.
17. H. Xiong, J. Wu, and J. Chen, "K-means clustering versus validation measures- a data distribution perspective", In KDD'06, ACM Press, 2006.