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» Landscape of Clustering Algorithms
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CIKM
2000
Springer
15 years 10 months ago
Using Star Clusters for Filtering
We examine applications of clustering to the filtering task. We use the on-line version of the star algorithm [JPR98, JPR99] as the clustering tool because this algorithm compute...
Javed A. Aslam, Katya Pelekhov, Daniela Rus
SODA
2001
ACM
147views Algorithms» more  SODA 2001»
15 years 7 months ago
Sublinear time approximate clustering
Clustering is of central importance in a number of disciplines including Machine Learning, Statistics, and Data Mining. This paper has two foci: 1 It describes how existing algori...
Nina Mishra, Daniel Oblinger, Leonard Pitt
AAI
2006
71views more  AAI 2006»
15 years 6 months ago
Textual Article Clustering in Newspaper Pages
In the analysis of a newspaper page an important step is the clustering of various text blocks into logical units, i.e., into articles. We propose three algorithms based on text p...
Marco Aiello, Andrea Pegoretti
ICDM
2007
IEEE
140views Data Mining» more  ICDM 2007»
16 years 22 days ago
Finding Cohesive Clusters for Analyzing Knowledge Communities
Documents and authors can be clustered into “knowledge communities” based on the overlap in the papers they cite. We introduce a new clustering algorithm, Streemer, which fin...
Vasileios Kandylas, S. Phineas Upham, Lyle H. Unga...
ICANN
2009
Springer
15 years 11 months ago
A Two Stage Clustering Method Combining Self-Organizing Maps and Ant K-Means
This paper proposes a clustering method SOMAK, which is composed by Self-Organizing Maps (SOM) followed by the Ant K-means (AK) algorithm. The aim of this method is not to find an...
Jefferson R. Souza, Teresa Bernarda Ludermir, Lean...