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» A distributed machine learning framework
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COLT
1999
Springer
15 years 3 months ago
Estimating a Mixture of Two Product Distributions
Yoav Freund, Yishay Mansour
71
Voted
ICML
2005
IEEE
16 years 13 days ago
Propagating distributions on a hypergraph by dual information regularization
In the information regularization framework by Corduneanu and Jaakkola (2005), the distributions of labels are propagated on a hypergraph for semi-supervised learning. The learnin...
Koji Tsuda
107
Voted
KDD
2005
ACM
149views Data Mining» more  KDD 2005»
15 years 5 months ago
A distributed learning framework for heterogeneous data sources
We present a probabilistic model-based framework for distributed learning that takes into account privacy restrictions and is applicable to scenarios where the different sites ha...
Srujana Merugu, Joydeep Ghosh
108
Voted
ICML
2000
IEEE
15 years 4 months ago
A Bayesian Framework for Reinforcement Learning
The reinforcement learning problem can be decomposed into two parallel types of inference: (i) estimating the parameters of a model for the underlying process; (ii) determining be...
Malcolm J. A. Strens