D-CIS Publication Database

Titles (10)Keywords (15)Abstracts (15)
Gómez, Vicenç, Kappen, Hilbert J. and Chertkov, Michael, Approximate inference on planar graphs using Loop Calculus and Belief Propagation, in: Journal of Machine Leaning Research, ISSN 1533-7928, 2009.
Heskes, Tom, Opper, Manfred, Wiegerinck, Wim, Winther, Ole and Zoeter, Onno, Approximate inference with expectation constraints, in: Journal of Statistical Mechanics: Theory and Experiment, volume 2005, number 11, pages 11015, ISSN 1742-5468, 2005.
Mooij, Joris, C++ Open Source Approximate Inference Library (libDAI), 2006.
van den Broek, Bart, Wiegerinck, Wim and Kappen, Hilbert J., Graphical models inference in optimal control of stochastic multi-agent systems, in: Journal of Artificial Intelligence Research, volume 32, pages 95-122, ISSN 1076-9757, 2008.
Welling, Max, Teh, Yee Whye and Kappen, Hilbert J., Hybrid Variational/Gibbs Collapsed Inference in Topic Models, in: Proceedings of the 24th Conference on Uncertainty in Artificial Intelligence (UAI 2008), pages 587-594, 9-12 July 2008, Helsinki, Finland, 2008.
Wemmenhove, Bastian, Mooij, Joris, Wiegerinck, Wim, Leisink, Martijn and Kappen, Hilbert J., Inference in the Promedas medical expert system, in: Proceedings of the 11th Conference on Artificial Intelligence in Medicine (AIME 2007), Springer, 7-11 July 2007, Amsterdam, The Netherlands, 2008.
Pavlin, Gregor and Nunnink, Jan, Inference Meta Models: Towards Robust Information Fusion with Bayesian Networks, in: Proceedings of the 9th IEEE/SPIE International Conference on Information Fusion, Florence, Italy, 2006.
Mooij, Joris and Kappen, Hilbert J., Loop corrections for approximate inference, 2006.
Mooij, Joris and Kappen, Hilbert J., Loop Corrections for Approximate Inference on Factor Graphs, in: Journal of Machine Learning Research, volume 8, pages 1113-1143, ISSN 1533-7928, 2007.
Gómez, Vicenç, Open source C++ software for approximate inference on planar graphs, 2009.