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» Clustering with the Connectivity Kernel
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ICASSP
2011
IEEE
12 years 9 months ago
Polytope kernel density estimates on Delaunay graphs
We present a polytope-kernel density estimation (PKDE) methodology that allows us to perform exact mean-shift updates along the edges of the Delaunay graph of the data. We discuss...
Erhan Bas, Deniz Erdogmus
CVPR
2009
IEEE
13 years 10 months ago
Classification of tensors and fiber tracts using Mercer-kernels encoding soft probabilistic spatial and diffusion information
In this paper, we present a kernel-based approach to the clustering of diffusion tensors and fiber tracts. We propose to use a Mercer kernel over the tensor space where both spati...
Radhouène Neji, Nikos Paragios, Gilles Fleu...
PAKDD
2007
ACM
224views Data Mining» more  PAKDD 2007»
14 years 4 days ago
Graph Nodes Clustering Based on the Commute-Time Kernel
This work presents a kernel method for clustering the nodes of a weighted, undirected, graph. The algorithm is based on a two-step procedure. First, the sigmoid commute-time kernel...
Luh Yen, François Fouss, Christine Decaeste...
CLUSTER
2005
IEEE
13 years 11 months ago
An Efficient Network API for in-Kernel Applications in Clusters
Brice Goglin, Olivier Glück, Pascale Vicat-Bl...