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JMLR
2010

129views more JMLR 2010»

Approximation of hidden Markov models by mixtures of experts with application to particle filtering

13 years 2 months ago

Selecting conveniently the proposal kernel and the adjustment multiplier weights of the auxiliary particle filter may increase significantly the accuracy and computational efficie...

Jimmy Olsson, Jonas Ströjby

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20

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ICML
2007
IEEE

107views Machine Learning» more ICML 2007»

Quadratically gated mixture of experts for incomplete data classification

14 years 8 months ago

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We introduce quadratically gated mixture of experts (QGME), a statistical model for multi-class nonlinear classification. The QGME is formulated in the setting of incomplete data,...

Xuejun Liao, Hui Li, Lawrence Carin

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31

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UAI
2003

278views Artificial Intelligence» more UAI 2003»

Bayesian Hierarchical Mixtures of Experts

13 years 8 months ago

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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...

Christopher M. Bishop, Markus Svensén

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22

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BMCBI
2007

102views more BMCBI 2007»

A mixture of feature experts approach for protein-protein interaction prediction

13 years 7 months ago

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High-throughput methods can directly detect the set of interacting proteins in yeast but the results are often incomplete and exhibit high false positive and false negative rates....

Yanjun Qi, Judith Klein-Seetharaman, Ziv Bar-Josep...

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17

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ICIP
2008
IEEE

178views Image Processing» more ICIP 2008»

Efficient initialization of Mixtures of Experts for human pose estimation

14 years 1 months ago

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Huazhong Ning, Yuxiao Hu, Thomas S. Huang

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