359 search results - page 4 / 72 » Document clustering using word clusters via the information ... |
AIRS
2004
Springer
14 years 26 days ago
2004
Springer
This paper presents a cluster-based text categorization system which uses class distributional clustering of words. We propose a new clustering model which considers the global in...
HT
2000
ACM
13 years 11 months ago
2000
ACM
Clustering separates unrelated documents and groups related documents, and is useful for discrimination, disambiguation, summarization, organization, and navigation of unstructure...
SDM
2003
SIAM
13 years 8 months ago
2003
SIAM
A major challenge in document clustering is the extremely high dimensionality. For example, the vocabulary for a document set can easily be thousands of words. On the other hand, ...
LWA
2004
13 years 8 months ago
2004
We study methods to initialize or bias different clustering methods using prior information about the "importance" of a keyword w.r.t. the whole document collection or a...
KBSE
1999
IEEE
13 years 11 months ago
1999
IEEE
The paper describes the initial results of applying Latent Semantic Analysis (LSA) to program source code and associated documentation. Latent Semantic Analysis is a corpus-based ...