TY - JOUR AU - Grace, G. Hannah AU - Desikan, Kalyani PY - 2014 TI - Experimental Estimation of Number of Clusters Based on Cluster Quality JO - Journal of Mathematics and Computer Science SP - 304-315 VL - 12 IS - 4 AB - Text Clustering is a text mining technique which divides the given set of text documents into significant clusters. It is used for organizing a huge number of text documents into a well-organized form. In the majority of the clustering algorithms, the number of clusters must be specified apriori, which is a drawback of these algorithms. The aim of this paper is to show experimentally how to determine the number of clusters based on cluster quality. Since partitional clustering algorithms are well-suited for clustering large document datasets, we have confined our analysis to a partitional clustering algorithm. SN - ISSN 2008-949X UR - http://dx.doi.org/10.22436/jmcs.012.04.06 DO - 10.22436/jmcs.012.04.06 ID - Grace2014 ER - TY - BOOK TI - Data Mining Concepts and Techniques AU - Jiawei Han AU - Micheline Kamber AU - Jian Pei PB - second edition Morgan Kaufmann Publishers PY - DA - // CY - ISBN 13: 978-1-55860-901-3. ID - Han ER - TY - BOOK TI - Document clustering AU - Pankaj Jajoo PB - IIT Kharagpur PY - 2008 DA - 2008// CY - Thesis ID - Jajoo 2008 ER - TY - BOOK TI - Data Clustering: A Review AU - A. K. Jain AU - M. N. Murty AU - P. J. Flynn PB - ACM Computing Surveys PY - 1999 DA - 1999// CY - Vol.31, No.3, September ID - Jain1999 ER - TY - BOOK TI - Empirical and Theoretical Comparisons of Selected Criterion Functions for Document Clustering AU - Ying Zhao AU - George Karypis PB - supported by NSF ACI-0133464, CCR-9972519, EIA-9986042 PY - 2004 DA - 2004// CY - ACI-9982274, and by Army HPC Research Center. ID - Zhao2004 ER - TY - BOOK TI - Insight Into Data Mining: Theory and Practice AU - K. P. Soman AU - Shyam Diwakar AU - V. Ajay PB - by Prentice Hall of India Private Limited PY - 2006 DA - 2006 // CY - ISBN-81-203-2897-3. ID - Soman 2006 ER - TY - BOOK TI - Comparison of purity and entropy of k-means clustering and fuzzy c means clustering AU - Satya Chaitanya Sripada AU - Dr. M. Sreenivasa Rao PB - Indian journal of computer science and engineering; Vol 2 no.3 June PY - 2011 DA - 2011// CY - ISSN:0976-5166. ID - Sripada2011 ER - TY - BOOK TI - Mining for meaning: the extraction of lexico-semantic knowledge from text AU - Tim Van de Cruys PB - Dissertation, Evaluation of cluster quality, chapter 6 PY - 2010 DA - 2010// CY - University of Groningen ID - Cruys2010 ER - TY - BOOK TI - Similarity measures for Text Document Clustering AU - Anna Huang PB - University of Waikato, Hamilton, New Zealand, NZCSRSC 2008, Christ Church PY - 2008 DA - 2008// CY - New Zealand ID - Huang2008 ER - TY - BOOK TI - AU - CLUTO-A Clustering Toolkit PB - http://glaros.dtc.umn.edu/gkhome/views/cluto PY - DA - // CY - ID - Toolkit ER -