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» Data Clustering: A Review
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BMCBI
2006
170views more  BMCBI 2006»
13 years 7 months ago
Biclustering of gene expression data by non-smooth non-negative matrix factorization
Background: The extended use of microarray technologies has enabled the generation and accumulation of gene expression datasets that contain expression levels of thousands of gene...
Pedro Carmona-Saez, Roberto D. Pascual-Marqui, Fra...
KDD
2006
ACM
112views Data Mining» more  KDD 2006»
14 years 8 months ago
K-means clustering versus validation measures: a data distribution perspective
K-means is a widely used partitional clustering method. While there are considerable research efforts to characterize the key features of K-means clustering, further investigation...
Hui Xiong, Junjie Wu, Jian Chen
SIGKDD
2008
248views more  SIGKDD 2008»
13 years 7 months ago
Web data mining: exploring hyperlinks, contents, and usage data
This paper presents a review of the book "Web Data Mining - Exploring Hyperlinks, Contents, and Usage Data" by Bing Liu. The review concludes that the breadth and depth ...
Olfa Nasraoui
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...
CLUSTER
2009
IEEE
14 years 2 months ago
Extending I/O through high performance data services
Hasan Abbasi, Jay F. Lofstead, Fang Zheng, Karsten...