25041 search results - page 357 / 5009 » Algorithms for Clustering Data |
190
click to vote
ICDM
2005
IEEE
16 years 28 days ago
2005
IEEE
Sampling has been recognized as an important technique to improve the efficiency of clustering. However, with sampling applied, those points which are not sampled will not have t...
205
click to vote
MSS
2003
IEEE
16 years 17 days ago
2003
IEEE
When data resides on tertiary storage, clustering is the key to achieving high retrieval performance. However, a straightforward approach to clustering massive amounts of data on ...
225
click to vote
ECCV
2010
Springer
15 years 9 months ago
2010
Springer
Abstract. We describe a clustering approach with the emphasis on detecting coherent structures in a complex dataset, and illustrate its effectiveness with computer vision applicat...
217
click to vote
PR
2006
15 years 7 months ago
2006
The performance of many supervised and unsupervised learning algorithms is very sensitive to the choice of an appropriate distance metric. Previous work in metric learning and ada...
157
click to vote
ICML
2009
IEEE
16 years 8 months ago
2009
IEEE
Conventional clustering methods typically assume that each data item belongs to a single cluster. This assumption does not hold in general. In order to overcome this limitation, w...