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Mathematics / Belief propagation / Factor graph / Bayesian network / Markov random field / Conditional random field / Gibbs sampling / Expectation–maximization algorithm / Tree decomposition / Graphical models / Graph theory / Statistics


Journal of Machine Learning Research[removed]2173 Submitted 2/10; Revised 8/10; Published 8/10 libDAI: A Free and Open Source C++ Library for Discrete Approximate Inference in Graphical Models
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Document Date: 2010-08-23 18:11:12

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File Size: 36,54 KB

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Company

Neural Information Processing Systems / Eaton / MIT Press / Interactive Collaborative Information Systems / Google / /

Currency

pence / /

Facility

ORG Max Planck Institute / Open Source C++ Library / MS Visual Studio / Probabilistic Networks Library / /

IndustryTerm

generalized belief propagation algorithms / free-energy approximations / inference algorithms / prominent open source software packages / Tree-reweighted belief propagation algorithms / open source software packages / sum-product algorithm / free software implementations / open source software / parameter learning algorithms / approximate inference algorithms / /

OperatingSystem

Mac OS X / CygWin / BSD / GNU/Linux / Microsoft Windows / GNU / /

Organization

MIT / ORG Max Planck Institute / Biological Cybernetics Department for Empirical Inference Spemannstraße / Dutch Ministry of Economic Affairs / /

Person

Matt Dunham / Peter Gober / Christian Wojek / Sebastian Nowozin / Patrick Pletscher / Dan Preston / Charles Vaske / Ofer Meshi / Giuseppe Passino / Alejandro Lage / Peter Rockett / Claudio Lima / Bastian Wemmenhove / Alexander Schwing / Morgan Kaufmann / /

Position

GNU General Public License version / Editor / C. Bishop / /

Product

libDAI / /

ProgrammingLanguage

Java / Python / T / C++ / Scala / /

PublishedMedium

IEEE Transactions on Information Theory / Journal of Machine Learning Research / /

Technology

MR algorithm / inference algorithms / sum-product algorithm / artificial intelligence / Java / Tree-reweighted belief propagation algorithms / Linux / approximate inference algorithms / command line interface / Machine Learning / parameter learning algorithms / generalized belief propagation algorithms / /

URL

http /

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