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» Learning Dynamic Bayesian Networks
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NN
2002
Springer
136views Neural Networks» more  NN 2002»
15 years 1 months ago
Bayesian model search for mixture models based on optimizing variational bounds
When learning a mixture model, we suffer from the local optima and model structure determination problems. In this paper, we present a method for simultaneously solving these prob...
Naonori Ueda, Zoubin Ghahramani
64
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NECO
2008
59views more  NECO 2008»
15 years 2 months ago
Dynamics of Learning Near Singularities in Layered Networks
Haikun Wei, Jun Zhang, Florent Cousseau, Tomoko Oz...
KDD
2003
ACM
175views Data Mining» more  KDD 2003»
16 years 2 months ago
Time and sample efficient discovery of Markov blankets and direct causal relations
Data Mining with Bayesian Network learning has two important characteristics: under broad conditions learned edges between variables correspond to causal influences, and second, f...
Ioannis Tsamardinos, Constantin F. Aliferis, Alexa...
COLING
2000
15 years 3 months ago
Word Sense Disambiguation of Adjectives Using Probabilistic Networks
In this paper, word sense dismnbiguation (WSD) accuracy achievable by a probabilistic classifier, using very milfimal training sets, is investigated. \Ve made the assuml)tiou that...
Gerald Chao, Michael G. Dyer