348 search results - page 4 / 70 » A Tutorial on Spectral Clustering |
114
Voted
DEXA
2010
Springer
15 years 1 days ago
2010
Springer
Abstract. The problems of finding alternative clusterings and avoiding bias have gained popularity over the last years. In this paper we put the focus on the quality of these alter...
125
Voted
IJCNN
2006
IEEE
15 years 5 months ago
2006
IEEE
— Recent work has revealed a close connection between certain information theoretic divergence measures and properties of Mercer kernel feature spaces. Specifically, it has been...
95
Voted
ECML
2006
Springer
15 years 27 days ago
2006
Springer
We propose preprocessing spectral clustering with b-matching to remove spurious edges in the adjacency graph prior to clustering. B-matching is a generalization of traditional maxi...
CVPR
2006
IEEE
16 years 29 days ago
2006
IEEE
ct We introduce a new family of spectral partitioning methods. Edge separators of a graph are produced by iteratively reweighting the edges until the graph disconnects into the pre...
98
Voted
FSKD
2009
Springer
14 years 8 months ago
2009
Springer
Sense Induction is the process of identifying the word sense given its context, often treated as a clustering task. This paper explores the use of spectral cluster method which in...