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227
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CPAIOR
2011
Springer
14 years 10 months ago
2011
Springer
Abstract. We study the application of limited-width MDDs (multivalued decision diagrams) as discrete relaxations for combinatorial optimization problems. These relaxations are used...
232
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ICALP
2011
Springer
14 years 10 months ago
2011
Springer
-Preserving Atomicity Abstraction Alexey Gotsman1 and Hongseok Yang2 1 IMDEA Software Institute 2 University of Oxford Modern concurrent algorithms are usually encapsulated in libr...
216
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JMLR
2012
13 years 9 months ago
2012
We present the first PAC bounds for learning parameters of Conditional Random Fields [12] with general structures over discrete and real-valued variables. Our bounds apply to com...
201
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JMLR
2012
13 years 9 months ago
2012
“Energy” models for continuous domains can be applied to many problems, but often suffer from high computational expense in training, due to the need to repeatedly minimize t...
225
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JMLR
2012
13 years 9 months ago
2012
This paper proposes a novel Bayesian approximation inference method for mixture modeling. Our key idea is to factorize marginal log-likelihood using a variational distribution ove...