241 search results - page 1 / 49 » Mixture of Experts Classification Using a Hierarchical Mixtu... |
95
Voted
NECO
2002
15 years 2 days ago
2002
123
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UAI
2003
15 years 1 months ago
2003
The Hierarchical Mixture of Experts (HME) is a well-known tree-structured model for regression and classification, based on soft probabilistic splits of the input space. In its o...
106
Voted
ICPR
2010
IEEE
14 years 10 months ago
2010
IEEE
Abstract--In this paper, we (1) provide a complete framework for classification using Variational Mixture of Experts (VME); (2) derive the variational lower bound; and (3) apply th...
135
Voted
JMLR
2010
14 years 7 months ago
2010
A non-parametric hierarchical Bayesian framework is developed for designing a classifier, based on a mixture of simple (linear) classifiers. Each simple classifier is termed a loc...
87
Voted
NIPS
1996
15 years 1 months ago
1996
We propose a novelapproach to automaticallygrowing and pruning Hierarchical Mixtures of Experts. The constructive algorithm proposed here enables large hierarchies consisting of s...