D-CIS Publication Database

Titles (8)Keywords (3)Abstracts (12)
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.
Mooij, Joris, Wemmenhove, Bastian, Kappen, Hilbert J. and Rizzo, T., Loop Corrected Belief Propagation, in: Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics (AISTATS 2007), 21-24 March 2007, San Juan, Puerto Rico, 2007.
Mooij, Joris and Kappen, Hilbert J., On the properties of the Bethe approximation and Loopy Belief Propagation on binary networks, in: Journal of Statistical Mechanics: Theory and Experiment, volume 2005, number 11, pages 11012, ISSN 1742-5468, 2005.
Heskes, Tom, On the uniqueness of loopy belief propagation fixed points, in: Neural Computation, volume 16, pages 2379-2413, ISSN 0899-7667, 2004.
Mooij, Joris and Kappen, Hilbert J., Sufficient conditions for convergence of Loopy Belief Propagation., in: Proceedings of Uncertainty in Artificial Intelligence (UAI 2005), pages 396-403, 26-29 July 2005, Edinburgh, Scotland, 2005.
Gómez, Vicenç, Mooij, Joris and Kappen, Hilbert J., Truncating the Loop Series Expansion for Belief Propagation, in: Journal of Machine Learning Research, volume 8, pages 1987-2016, ISSN 1533-7928, 2007.
Mooij, Joris, Understanding and improving belief propagation, Radboud University Nijmegen, 2008.
Mooij, Joris and Kappen, Hilbert J., Validity estimates for loopy belief propagation on binary real-world networks, in: Advances in Neural Information Processing Systems 17 (NIPS 2004), pages 945-952, 13-18 December 2004, Vancouver, Canada, 2004.