Document Clustering Using Incremental and Pairwise Approaches
Tran, Tien, Nayak, Richi, & Bruza, Peter D. (2008) Document Clustering Using Incremental and Pairwise Approaches. In 6th International Workshop of the Initiative for the Evaluation of XML Retrieval, 17-19 December 2007, Dagstuhl Castle, Germany.
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This paper presents the experiments and results of a clustering approach for clustering of the large Wikipedia dataset in the INEX 2007 Document Mining Challenge. The clustering approach employed makes use of an incremental clustering method and a pairwise clustering method. The approach enables us to perform the clustering task on a large dataset by first reducing the dimension of the dataset to an undefined number of clusters using the incremental method. The lower-dimension dataset is then clustered to a required number of clusters using the pairwise method. In this way, clustering of the large number of documents is performed successfully and the accuracy of the clustering solution is achieved.
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|Item Type:||Conference Paper|
|Additional Information:||For more information, please refer to the publisher's website (see hypertext link) or contact the author.|
|Keywords:||Clustering, Structure, Content, XML, INEX 2007|
|ISSN:||0302-9743 (Print) 1611-3349 (Online)|
|Divisions:||Past > QUT Faculties & Divisions > Faculty of Science and Technology|
|Copyright Owner:||Copyright 2008 Springer|
|Deposited On:||26 Feb 2009 15:26|
|Last Modified:||29 Feb 2012 23:48|
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