227 search results - page 5 / 46 » Pairwise Clustering and Graphical Models |
156
Voted
TSP
2010
14 years 10 months ago
2010
Sparse graphical models have proven to be a flexible class of multivariate probability models for approximating high-dimensional distributions. In this paper, we propose techniques...
124
Voted
ECML
2007
Springer
15 years 9 months ago
2007
Springer
Abstract. Clustering has recently enjoyed progress via spectral methods which group data using only pairwise affinities and avoid parametric assumptions. While spectral clustering ...
145
Voted
ICCV
2007
IEEE
15 years 10 months ago
2007
IEEE
We consider clustering situations in which the pairwise affinity between data points depends on a latent ”context” variable. For example, when clustering features arising fro...
145
Voted
ICDM
2009
IEEE
15 years 1 months ago
2009
IEEE
Temporal causal modeling can be used to recover the causal structure among a group of relevant time series variables. Several methods have been developed to explicitly construct te...
124
Voted
ICML
2010
IEEE
15 years 4 months ago
2010
IEEE
We present a probabilistic model for clustering of objects represented via pairwise dissimilarities. We propose that even if an underlying vectorial representation exists, it is b...