D-CIS Publication Database

Kappen, Hilbert J.    

Firstname:Hilbert J. 
Surname:Kappen 
Initials: 
Email:b.kappen@science.ru.nl 
Institute:SNN Foundation for Neural Networks 
Homepage: 
Found authors with very similar names. You can choose to merge the following authors with this author by clicking on the merge link.

24 publications

35 Keywords relate to this author

Algorithm
Approximate inference
Bayesian networks
Belief propagation
Bounds marginal
Collapsed inference
Convergence
Decision support
Diagnostics
Expert system
Gaussian approximation
Graphical models
Hybrid variational/gibbs
Inference
Inference in optimal control
Learning experts
Linear theory
Loop corrections. approximate inference
Medical
Multi-agent systems
Non-linear stochastic systems
Optimal control theory
Optimal on-line scheduling
Path integral
Path integrals
Probability distributions
Promedas
Reinforcement learning
Stochastic
Stochastic control theory
Stochastic non-linear dynamical processes
Stochastic optimal control
Sufficient conditions
Sum-product
Topic models




Publications as Author



2009

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.
 
Kappen, Hilbert J., Optimal control theory and the linear Bellman Equation, in: Inference and Learning in Dynamic Models, Cambridge University Press, 2009.
 
Kappen, Hilbert J., Promedas: A Critical Appraisal, 2009.
 

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.
 
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.
 
Mooij, Joris and Kappen, Hilbert J., Bounds on marginal probability distributions, in: Proceedings of the 22nd Annual Conference on Neural Information Processing Systems (NIPS 2008), pages 1-8, 8-11 December 2008, Vancouver, Canada, 2008.
 

2007

van den Broek, Bart, Wiegerinck, Wim and Kappen, Hilbert J., Optimal Control in Large Stochastic Multi-Agent Systems, in: Proceedings of the 7th Annual Symposium on Adaptive and Learning Agents and Multi-Agent Systems (ALAMAS 2007), pages 9-10, 2-3 April 2007, Maastricht, The Netherlands, 2007.
 
Wiegerinck, Wim, van den Broek, Bart and Kappen, Hilbert J., Optimal On-Line Scheduling in Stochastic Multi-Agent Systems in Continuous Space and Time, in: Proceedings of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2007), pages 744-751, 14-18 May 2007, Honolulu, Hawaii, 2007.
 
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.
 
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 and Kappen, Hilbert J., Sufficient Conditions for Convergence of the Sum-Product Algorithm, in: IEEE Transactions on Information Theory, volume 53, number 12, pages 4422-4437, ISSN 0018-9448, 2007.
 
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.
 

2006

Gómez, Vicenç, Mooij, Joris and Kappen, Hilbert J., Truncating the loop series expansion for BP, 2006.
 
Wiegerinck, Wim, van den Broek, Bart and Kappen, Hilbert J., Stochastic optimal control in continuous space-time multi-agent systems, in: Proceedings of the 22nd Conference on Uncertainty in Artificial Intelligence (UAI 2006), 13-16 July 2006, Cambridge, USA, 2006.
 
Wiegerinck, Wim and Kappen, Hilbert J., A Gaussian approximation for stochastic non-linear dynamical processes with annihilation, in: Proceedings of the NIPS 2006 Workshop on Dynamical Systems, Stochastic Processes and Bayesian Inference, 9 December 2006, Whistler, BC, Canada, 2006.
 
Mooij, Joris and Kappen, Hilbert J., Loop corrections for approximate inference, 2006.
 
Kappen, Hilbert J., Wiegerinck, Wim and van den Broek, Bart, A path integral approach to agent planning, in: Proceedings of the NIPS 2006 Workshop ‘Towards a New Reinforcement Learning?’, 8 December 2006, Whistler, BC, Canada, 2006.
 
Kappen, Hilbert J., An Introduction to stochastic control theory, path integrals and reinforcement learning, in: Proceedings 9th Granada Seminar on Computational Physics: Computational and Mathematical Modeling of Cooperative Behavior in Neural Systems, 11-15 September 2006, Granada, Spain, 2006.
 

2005

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.
 
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.
 
Kappen, Hilbert J., A linear theory for control of non-linear stochastic systems, in: Physical Review Letters, volume 95, number 20, pages 200-201, ISSN 0031-900, 2005.
 
Kappen, Hilbert J., Path integrals and symmetry breaking for optimal control theory, in: Journal of Statistical Mechanics: Theory and Experiment, volume 2005, number 11, pages 1-25, ISSN 1742-5468, 2005. [DOI]
 

2004

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.