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» Document clustering based on cluster validation
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BMCBI
2006
165views more  BMCBI 2006»
13 years 7 months ago
Validation and functional annotation of expression-based clusters based on gene ontology
Background: The biological interpretation of large-scale gene expression data is one of the paramount challenges in current bioinformatics. In particular, placing the results in t...
Ralf Steuer, Peter Humburg, Joachim Selbig
ECIR
2009
Springer
14 years 4 months ago
Evaluation of Text Clustering Algorithms with N-Gram-Based Document Fingerprints
This paper presents a new approach designed to reduce the computational load of the existing clustering algorithms by trimming down the documents size using fingerprinting methods...
Javier Parapar, Alvaro Barreiro
TKDD
2008
75views more  TKDD 2008»
13 years 7 months ago
A clustering framework based on subjective and objective validity criteria
Maria Halkidi, Dimitrios Gunopulos, Michalis Vazir...
SIGMOD
2002
ACM
154views Database» more  SIGMOD 2002»
14 years 7 months ago
Clustering Validity Checking Methods: Part II
Clustering results validation is an important topic in the context of pattern recognition. We review approaches and systems in this context. In the first part of this paper we pre...
Maria Halkidi, Yannis Batistakis, Michalis Vazirgi...
CEC
2007
IEEE
14 years 2 months ago
On some symmetry based validity indices
—Identification of the correct number of clusters and the corresponding partitioning are two important considerations in clustering. In this paper, a newly developed point symme...
Sriparna Saha, Sanghamitra Bandyopadhyay