Publications

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Mooij J.M., Kappen H.J. Bounds on marginal probability distributions. Neural Information Processing Systems, vol. 22, pp. 1105-1113, 2009 BibTEX

Mooij J.M., Kappen H.J. Novel bounds on marginal probabilities. Journal for Machine Learning Research (JMLR), 2009 BibTEX

Journalist Promedas: probabilistic medical diagnostic advisory system. Interactive Collaborative Information Systems, pp. 3, 2009 BibTEX

Llera A., Gómez V., Kappen H.J. Sparse matrix factorization for brain computer interfaces_. Proceedings of ABCI workshop, vol. xx, no. xx, pp. xxx, 2009 BibTEX

Journalist Bonaparte - disaster victim identification. Interactive Collaborative Information Systems, pp. 2, 2009 BibTEX

Mejias FF., Torres J.J., Johnson S., Kappen H.J. Switching dynamics of neural systems in the presence of multiplicative colored noise. Bio-Inspired Systems: Computational and Ambient Intelligence, pp. 17-23, 2009 BibTEX

Janss L., Kappen H.J. Bayesian construction of perceptrons to predict phenotypes from 584k snp data.. PASCAL Computational Statistics Workshop, pp. Presentation, 2009 BibTEX

Gheshlaghi Azar M., Kappen H.J. Dynamic policy programming with kl-divergence minimization. NIPS Workshop on Probabilistic Approaches for Stochastic Optimal Control and Robotics, 2009 BibTEX

Broek J.L. van den, Wiegerinck W.A.J.J., Kappen H.J. Graphical model inference in optimal control of stochastic multi-agent systems. Journal of Artificial Intelligence Research, vol. 32, pp. 95-122, 2008 BibTEX

Broek J.L. van den, Wiegerinck W.A.J.J., Kappen H.J. Optimal control in large stochastic multi-agent systems. Adaptive Agents and Multi-Agent Systems III. Adaptation and Multi-Agent Learning, vol. 4865, pp. 15-26, 2008 BibTEX

Broek J.L. van den, Wiegerinck W.A.J.J., Kappen H.J. Optimal control in large stochastic multi-agent systems. Alamas 07, Maastricht 2-3 April., pp. 9-20, 2008 BibTEX

Gómez V. Algorithms and complex phenomena in networks: neural ensembles, statistical inference and online communities. PhD Thesis, pp. x, 2008 BibTEX

Albers C.A., Stankovich J., Thomson T., Bahlo M., Kappen H.J. Multipoint approximations of identity-by-descent probabilities for accurate linkage analysis of distantly-related individuals. American Journal of Human Genetics, vol. 82, no. web only, pp. 607-622, 2008 BibTEX

Bentley P.J. The desktop doctor. Pattern Analysis, Statistical Modelling and Computational Learning 2004-2008, no. ISBN: 978-0-9559, pp. 22-23, 2008 BibTEX

Welling M., Teh Y., Kappen H.J. Hybrid variational / gibbs collapsed inference in topic models. UAI, vol. Website Only, pp. 1-8, 2008 BibTEX

Mooij J.M. Understanding and improving belief propagation. PhD Thesis, pp. x, 2008 BibTEX

Albers C.A. Approximate inference methods for genetic linkage analysis. PhD Thesis, pp. x, 2008 BibTEX

Torres J.J., Marro J., Cortes J.M., Wemmenhove B. Instabilities in attractor networks with fast synaptic fluctuations and partial updating of the neurons activity.. Neural Networks, vol. 21, no. 9, pp. 1272-1277, 2008 BibTEX

Albers C.A., Kappen H.J. Modeling linkage disequilibrium in exact linkage. BMC Proceedings of the genetic Analysis Workshop 15: Gene Expression Analysis and Approaches to Detecting Multiple Functional, vol. 1, pp. S159, 2007 BibTEX

Voskamp N. Elektronische denktank helpt betere diagnose te stellen. STW - 25 jaar Wetenschap in Bedrijf, pp. x, 2007 BibTEX

Gómez V., Mooij J.M., Kappen H.J. Truncating the loop series expansion for bp.. Journal for Machine Learning Research (JMLR), vol. 8, pp. 1987-2016, 2007 BibTEX

Wiegerinck W.A.J.J., Broek J.L. van den, Kappen H.J. Optimal on-line scheduling in stochastic multi-agent systems in continuous space and time. AAMAS'07, vol. website, pp. 1-8, 2007 BibTEX

Kappen H.J. An introduction to stochastic control theory, path integrals and reinforcement learning.. In 9th Granada seminar on Computational Physics: Computational and Mathematical Modeling of Cooperative Behavior in Neural Systems., pp. 149-181, 2007 BibTEX

Torres J.J., Marro J., Cortes J.M., Kappen H.J. Attractor neural networks with activity-dependent synapses: the role of synaptic facilitation.. Neurocomputing, vol. 70, no. 10-12, pp. 2022-2025, 2007 BibTEX

Rizzo T., Wemmenhove B., Kappen H.J. Cavity approximation for graphical models. Physical Review E, section Statistical physics, vol. Rev. E 76, no. 011102, pp. 9 pages, 2007 BibTEX

Wemmenhove B., Mooij J.M., Wiegerinck W.A.J.J., Leisink M.A.R., Kappen H.J., Neijt J.P. Inference in the promedas medical expert system. Proceedings of the 11th Conference on Artificial Intelligence in Medicine (AIME 07), vol. 4594, pp. 456-460, 2007 BibTEX

Marinazzo D., Kappen H.J., Gielen C.C.A.M. Input-driven oscillations in networs with excitatory and inhibitory neurons with dynamic synapses. Neural Computation, vol. 19, pp. 1739-1765, 2007 BibTEX

Mooij J.M., Wemmenhove B., Kappen H.J., Rizzo T. Loop corrected belief propagation. Proceedings AISTATS 2007, vol. Website, pp. 8 pages, 2007 BibTEX

Torres J.J., Cortes J.M., Marro J., Kappen H.J. Competition between synaptic depression and facilitation in attractor neural networks. Neural Computation, vol. 19, pp. 2739-2755, 2007 BibTEX

Mooij J.M., Kappen H.J. Sufficient conditions for convergence of the sum-product algorithm. IEEE Transactions on Information Theory, vol. 53, no. 12, pp. 4422-4437, 2007 BibTEX

Mooij J.M., Kappen H.J. Loop corrections for approximate inference on factor graphs. Journal of Machine Learning Research, vol. 8, pp. 1113-1143, 2007 BibTEX

Albers C.A., Kappen H.J. Haplotype inference in general pedigrees using the cluster variation method. Genetics, no. 177, pp. 1101-1116, 2007 BibTEX

Cortes J.M., Torres J.J., Marro J., Garrido P.L., Kappen H.J. Effects of fast presynaptic noise in attractor neural networks. Neural Computation, vol. 18, pp. 614-633, 2006 BibTEX

Albers C.A., Leisink M.A.R., Kappen H.J. The cluster variation method for efficient linkage analysis on extended pedigrees. BMC Bioinformatics, Special issue on Machine Learning in Computational Biology, vol. 7(Suppl 1), pp. S1, 2006 BibTEX

Wemmenhove B., Kappen H.J. Survey propagation at finite temperature: application to a sourlas code as a toy model. J. Phys. A: Math. Gen., vol. 39, pp. 1265-1283, 2006 BibTEX

Cemgil A.T., Kappen H.J., Barber D. A generative model for music transcription. IEEE Transactions on Speech and Audio Processing, vol. 14, pp. 679-694, 2006 BibTEX

Mols B., Neijt J.P., Kappen H.J. Computer stelt straks medische diagnose: zeg eens @. Intermediair, pp. 51-53, 2006 BibTEX

Veelenturf A., Leisink M.A.R. Zeg 'ns @: consult met hulp van pc. Alegemeen Dagblad, thema, pp. 26-27, 2006 BibTEX

Brinkman A., Leisink M.A.R. Computer helpt bij diagnose. Mednet magazine, no. 14, pp. 7-8, 2006 BibTEX

Mols B. Denkende machines: computerdiagnose kan het aantal verkeerde medische diagnoses terugdringen. Opgelost: toepassingen van wiskunde en informatica, pp. 37-48, 2006 BibTEX

Wiegerinck W.A.J.J., Broek J.L. van den, Kappen H.J. Stochastic optimal control in continuous space-time multi-agent systems. UAI, vol. 22 th, pp. 528-535, 2006 BibTEX

Kappen H.J., Mainzer K, Op zoek naar de ziel. Zelfdenkende pillen en andere technologie die ons leven zal veranderen, pp. 217-223, 2006 BibTEX

Torres J.J., Cortes J.M., Wemmenhove B., Marro J., Kappen H.J. Neural automata: the effect of microdynamics on unstable solutions. 2006 BibTEX

Wiegerinck W.A.J.J. Approximations with reweighted generalized belief propagation. AISTATS, pp. 421-428, 2005 BibTEX

Mooij J.M., Kappen H.J. Sufficient conditions for convergence of loopy belief propagation. Uncertainty in Artificial Intelligence, pp. 396-403, 2005 BibTEX

Kappen H.J. Intelligente machines. Inaugurele rede, pp. 1-23, 2005 BibTEX

Mooij J.M., Kappen H.J. Validity estimates for loopy belief propagation on binary real-world networks. Advances in Neural Information Processing Systems 17, vol. 17, pp. 945-952, 2005 BibTEX

Cortes J.M., Garrido P.L., Kappen H.J., Marro J., Morrillas C, Navivad D Algorithms for identification and categorization. Proceedings of the AIP Conference, vol. 779, pp. 178-184, 2005 BibTEX

Kappen H.J. A linear theory for control of non-linear stochastic systems. Physical Review Letters, vol. 95, pp. 200201, 2005 BibTEX

Kappen H.J. Path integrals and symmetry breaking for optimal control theory. Journal of Statistical Mechanics: Theory and Experiment, pp. P11011, 2005 BibTEX

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