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Maoutsa, Dimitra Despoina [Author] ; Opper, Manfred [Degree supervisor]; Opper, Manfred [Other]; Kappen, Hilbert [Other]; Hartmann, Carsten [Other]

Deterministic particle flows for stochastic nonlinear systems : simulation, control, and inference

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Berlin: Technische Universität Berlin, 2023
Gomez, Vincenc [Author]; Kappen, Hilbert J. [Author]; Peters, Jan [Author]; Neumann, Gerhard [Author]

Policy search for path integral control

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Springer-Verlag, 2014-01-01
Maoutsa, Dimitra Despoina [Author] ; Opper, Manfred [Degree supervisor]; Opper, Manfred [Other]; Kappen, Hilbert [Other]; Hartmann, Carsten [Other]

Deterministic particle flows for stochastic nonlinear systems : simulation, control, and inference

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Berlin: Technische Universität Berlin, 2023
Kappen, Hilbert J.

An introduction to stochastic control theory, path integrals and reinforcement learning

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AIP, 2007

Published in: AIP Conference Proceedings (2007)
Kappen, Hilbert J.

Linear Theory for Control of Nonlinear Stochastic Systems

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American Physical Society (APS), 2005

Published in: Physical Review Letters, 95 (2005) 20
Kappen, Hilbert J.

Deterministic learning rules for boltzmann machines

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Elsevier BV, 1995

Published in: Neural Networks, 8 (1995) 4, Seite 537-548
Satoh, Satoshi; Kappen, Hilbert J.

Nonlinear Stochastic Optimal Control with Input Saturation Constraints Based on Path Integrals

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Wiley, 2020

Published in: IEEJ Transactions on Electrical and Electronic Engineering, 15 (2020) 8, Seite 1169-1175
Kappen, Hilbert J.; Gómez, Vicenç

The Variational Garrote

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Springer Science and Business Media LLC, 2014

Published in: Machine Learning, 96 (2014) 3, Seite 269-294
Akaho, Shotaro; Kappen, Hilbert J.

Nonmonotonic Generalization Bias of Gaussian Mixture Models

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MIT Press - Journals, 2000

Published in: Neural Computation, 12 (2000) 6, Seite 1411-1427
Villanueva, Aarón; Najafi, Peyman; Kappen, Hilbert J

Why adiabatic quantum annealing is unlikely to yield speed-up

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IOP Publishing, 2023

Published in: Journal of Physics A: Mathematical and Theoretical, 56 (2023) 46, Seite 465304
Thalmeier, Dominik; Gómez, Vicenç; Kappen, Hilbert J

Action selection in growing state spaces: control of network structure growth

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IOP Publishing, 2017

Published in: Journal of Physics A: Mathematical and Theoretical, 50 (2017) 3, Seite 034006
Satoh, Satoshi; Kappen, Hilbert J.; Saeki, Masami

An Iterative Method for Nonlinear Stochastic Optimal Control Based on Path Integrals

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Institute of Electrical and Electronics Engineers (IEEE), 2017

Published in: IEEE Transactions on Automatic Control, 62 (2017) 1, Seite 262-276
Ruiz, Hans-Christian; Kappen, Hilbert J.

Particle Smoothing for Hidden Diffusion Processes: Adaptive Path Integral Smoother

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Institute of Electrical and Electronics Engineers (IEEE), 2017

Published in: IEEE Transactions on Signal Processing, 65 (2017) 12, Seite 3191-3203
Llera, Alberto; Gómez, Vicenç; Kappen, Hilbert J

Quantitative analysis of task selection for brain–computer interfaces

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IOP Publishing, 2014

Published in: Journal of Neural Engineering, 11 (2014) 5, Seite 056002
Torres, Joaquin J.; Kappen, Hilbert J.

Emerging phenomena in neural networks with dynamic synapses and their computational implications

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Frontiers Media SA, 2013

Published in: Frontiers in Computational Neuroscience, 7 (2013)
Kappen, Hilbert J.; Gómez, Vicenç; Opper, Manfred

Optimal control as a graphical model inference problem

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Springer Science and Business Media LLC, 2012

Published in: Machine Learning, 87 (2012) 2, Seite 159-182
Kappen, Hilbert; Gomez, Vicenç; Opper, Manfred

Optimal Control as a Graphical Model Inference Problem

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Association for the Advancement of Artificial Intelligence (AAAI), 2013

Published in: Proceedings of the International Conference on Automated Planning and Scheduling, 23 (2013), Seite 472-473
Albers, Cornelis A; Kappen, Hilbert J

Modeling linkage disequilibrium in exact linkage computations: a comparison of first-order Markov approaches and the clustered-markers approach

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Springer Science and Business Media LLC, 2007

Published in: BMC Proceedings, 1 (2007) S1
Mooij, Joris M.; Kappen, Hilbert J.

Sufficient Conditions for Convergence of the Sum–Product Algorithm

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Institute of Electrical and Electronics Engineers (IEEE), 2007

Published in: IEEE Transactions on Information Theory, 53 (2007) 12, Seite 4422-4437
Nijman, Marcel J.; Kappen, Hilbert J.

Artificial Neural Networks — ICANN 96: Efficient learning in sparsely connected Boltzmann machines

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Springer Berlin Heidelberg, 1996

Published in: Artificial Neural Networks — ICANN 96 (1996), Seite 41-46

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