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» A Multi-level Approach for Document Clustering
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101
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CIS
2005
Springer
15 years 5 months ago
Concept Chain Based Text Clustering
Different from familiar clustering objects, text documents have sparse data spaces. A common way of representing a document is as a bag of its component words, but the semantic re...
Shaoxu Song, Jian Zhang, Chunping Li
105
Voted
IJBRA
2007
116views more  IJBRA 2007»
14 years 11 months ago
Biomedical ontology improves biomedical literature clustering performance: a comparison study
: Document clustering has been used for better document retrieval and text mining. In this paper, we investigate if a biomedical ontology improves biomedical literature clustering ...
Illhoi Yoo, Xiaohua Hu, Il-Yeol Song
KDD
2010
ACM
326views Data Mining» more  KDD 2010»
14 years 9 months ago
Document clustering via dirichlet process mixture model with feature selection
One essential issue of document clustering is to estimate the appropriate number of clusters for a document collection to which documents should be partitioned. In this paper, we ...
Guan Yu, Ruizhang Huang, Zhaojun Wang
DSS
2008
141views more  DSS 2008»
14 years 11 months ago
A Latent Semantic Indexing-based approach to multilingual document clustering
The creation and deployment of knowledge repositories for managing, sharing, and reusing tacit knowledge within an organization has emerged as a prevalent approach in current know...
Chih-Ping Wei, Christopher C. Yang, Chia-Min Lin
NLDB
2007
Springer
15 years 5 months ago
Selecting Labels for News Document Clusters
This work deals with determination of meaningful and terse cluster labels for News document clusters. We analyze a number of alternatives for selecting headlines and/or sentences o...
Krishnaprasad Thirunarayan, Trivikram Immaneni, Ma...