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LibDAI

swMATH ID: 6422
Software Authors: Mooij, Joris M.
Description: LibDAI: a free and open source C++ library for discrete approximate inference in graphical models This paper describes the software package libDAI, a free & open source C++ library that provides implementations of various exact and approximate inference methods for graphical models with discrete-valued variables. libDAI supports directed graphical models (Bayesian networks) as well as undirected ones (Markov random fields and factor graphs). It offers various approximations of the partition sum, marginal probability distributions and maximum probability states. Parameter learning is also supported. A feature comparison with other open source software packages for approximate inference is given. libDAI is licensed under the GPL v2+ license and is available at http://www.libdai.org.
Homepage: http://cs.ru.nl/~jorism/libDAI/
Keywords: probabilistic graphical models; open source software; factor graphs; Markov random fields; Bayesian networks; mathematical software; { t libDAI}
Related Software: OpenGM; Libra; FastInf; Python; Scikit; apcluster; APCluster; KnowRob; BSDS; OpenMarkov; TETRAD; BNT; PLINK; BayesDA; FRANz; Rcpp; GraphBPT; lrs; Dlib-ml; CRFsuite
Cited in: 13 Documents

Standard Articles

1 Publication describing the Software, including 1 Publication in zbMATH Year
LibDAI: a free and open source C++ library for discrete approximate inference in graphical models. Zbl 1242.62004
Mooij, Joris M.
2010
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Cited by 50 Authors

1 Al-Dujaili, Abdullah
1 Allouche, David
1 Anderson, Eric C.
1 Antonucci, Alessandro
1 Aydemir, Alper
1 Behnke, Sven
1 Boizumault, Patrice
1 de Campos, Cassio Polpo
1 de Givry, Simon
1 Dearden, Richard
1 Eaton, Frederik
1 Ghahramani, Zoubin
1 Göbelbecker, Moritz
1 Gómez, Vicenç
1 Greiner, Russell
1 Gretton, Charles
1 Hanheide, Marc
1 Hawes, Nick
1 Hazan, Tamir
1 Horn, Graham S.
1 Huber, David E.
1 Janíček, Miroslav
1 Jensfelt, Patric
1 Kappen, Hilbert J.
1 Kappes, Jörg Hendrik
1 Kruijff, Geert-Jan M.
1 Lebbah, Yahia
1 Lefèvre, Sébastien
1 Loudni, Samir
1 Loukil, Lakhdar
1 Lowd, Daniel
1 Lozano, Jose A.
1 Mendiburu, Alexander
1 Merciol, François
1 Mooij, Joris M.
1 Müller, Andreas Christian
1 Ng, Thomas C.
1 Opper, Manfred
1 Ouali, Abdelkader
1 Pronobis, Andrzej
1 Ravanbakhsh, Siamak
1 Rooshenas, Amirmohammad
1 Santana, Roberto
1 Savchynskyy, Bogdan
1 Schnörr, Christoph
1 Sjöö, Kristoffer
1 Swoboda, Paul
1 Wyatt, Jeremy L.
1 Zaffalon, Marco
1 Zender, Hendrik
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Cited in 8 Serials

4 Journal of Machine Learning Research (JMLR)
2 Artificial Intelligence
1 Theoretical Population Biology
1 International Journal of Approximate Reasoning
1 Machine Learning
1 Neural Computation
1 Journal of Mathematical Imaging and Vision
1 Natural Computing
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Cited in 7 Fields

11 Computer science (68-XX)
7 Statistics (62-XX)
2 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
2 Biology and other natural sciences (92-XX)
1 Combinatorics (05-XX)
1 Operations research, mathematical programming (90-XX)
1 Systems theory; control (93-XX)

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