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COMPGEOM
2005
ACM
14 years 24 days ago
Smaller coresets for k-median and k-means clustering
In this paper, we show that there exists a (k, ε)-coreset for k-median and k-means clustering of n points in IRd , which is of size independent of n. In particular, we construct ...
Sariel Har-Peled, Akash Kushal
AIRS
2005
Springer
14 years 25 days ago
Fuzzy Post-clustering Algorithm for Web Search Engine
Abstract. We propose a new clustering algorithm satisfying requirements for the post-clustering algorithms as many as possible. The proposed “Fuzzy Concept ART” is the form of ...
Younghee Im, Jiyoung Song, Daihee Park
ICDM
2005
IEEE
150views Data Mining» more  ICDM 2005»
14 years 4 months ago
Combining Multiple Clusterings by Soft Correspondence
Combining multiple clusterings arises in various important data mining scenarios. However, finding a consensus clustering from multiple clusterings is a challenging task because ...
Bo Long, Zhongfei (Mark) Zhang, Philip S. Yu
ISMIS
2005
Springer
14 years 4 months ago
Using Supervised Clustering to Enhance Classifiers
Abstract. This paper centers on a novel data mining technique we term supervised clustering. Unlike traditional clustering, supervised clustering is applied to classified examples ...
Christoph F. Eick, Nidal M. Zeidat
WWW
2005
ACM
14 years 11 months ago
A clustering method for news articles retrieval system
Organizing the results of a search facilitates the user in overviewing the information returned. We regard the clustering task as the tasks of making labels for a list of items an...
Hiroyuki Toda, Ryoji Kataoka