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» A Sober Look at Clustering Stability
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COLT
2006
Springer
13 years 8 months ago
A Sober Look at Clustering Stability
Stability is a common tool to verify the validity of sample based algorithms. In clustering it is widely used to tune the parameters of the algorithm, such as the number k of clust...
Shai Ben-David, Ulrike von Luxburg, Dávid P...
ISBI
2008
IEEE
14 years 5 months ago
Defining cortical sulcus patterns using partial clustering based on bootstrap and bagging
The cortical folding patterns are very different from one individual to another. Here we try to find folding patterns automatically using large-scale datasets by non-supervised cl...
Zhong Yi Sun, Denis Rivière, Edouard Duches...
ICPP
2009
IEEE
13 years 11 months ago
On Maximum Stability with Enhanced Scalability in High-Churn DHT Deployment
Abstract—When applied in a commercial deployment, DHTbased P2P protocols face a dilemma: although most real-world participants are so unstable that the maintenance overhead is pr...
Junfeng Xie, Zhenhua Li, Guihai Chen, Jie Wu