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Publications

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Author Title Type [ Year(Asc)]
Filters: Author is Benjamin Schrauwen  [Clear All Filters]
2015
Antonelo EA, Schrauwen B.  2015.  On Learning Navigation Behaviors for Small Mobile Robots With Reservoir Computing Architectures. IEEE Transactions on Neural Networks and Learning Systems. 26:763-780. (5.14 MB)
2011
Antonelo EA, Depeweg S, Schrauwen B.  2011.  Learning navigation attractors for mobile robots with reinforcement learning and reservoir computing. Proceedings of the X Brazilian Congress on Computational Intelligence (CBIC).  (1.98 MB)
2010
Antonelo EA, Schrauwen B.  2010.  Supervised Learning of Internal Models for Autonomous Goal-oriented Robot Navigation using Reservoir Computing. Proceedings of the IEEE International Conference on Robotics and Automation. :2959-2964. (1.46 MB)
2009
Antonelo EA, Schrauwen B.  2009.  On Different Learning Approaches with Echo State Networks for Localization of Small Mobile Robots. Proceedings of the IX Brazilian Conference on Neural Networks (CBRN).  (462.83 KB)
Waegeman T, Antonelo EA, wyffels F, Schrauwen B.  2009.  Modular reservoir computing networks for imitation learning of multiple robot behaviors. Proc. of the IEEE Int. Symp. on Computational Intelligence in Robotics and Automation (CIRA). :27-32. (2.34 MB)
Antonelo EA, Schrauwen B.  2009.  Towards Autonomous Self-localization of Small Mobile Robots using Reservoir Computing and Slow Feature Analysis. Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics (SMC). :3818–3823. (2.76 MB)
Antonelo EA, Schrauwen B, Stroobandt D.  2009.  Unsupervised Learning in Reservoir Computing: Modeling Hippocampal Place Cells for Small Mobile Robots. ICANN '09: Proceedings of the 19th International Conference on Artificial Neural Networks. 5768:747-756. (1.12 MB)
2008
Antonelo EA, Schrauwen B, Stroobandt D.  2008.  Event detection and localization for small mobile robots using reservoir computing. Neural Networks. 21:862–871. (2.68 MB)
Antonelo EA, Schrauwen B, Stroobandt D.  2008.  Imitation Learning of an Intelligent Navigation System for Mobile Robots using Reservoir Computing. Proceedings of the 10th Brazilian Symposium on Neural Networks (SBRN). :93-98. (1.14 MB)
Antonelo EA, Schrauwen B, Stroobandt D.  2008.  Mobile Robot Control in the Road Sign Problem using Reservoir Computing Networks. Proceedings of the IEEE Int. Conf. on Robotics and Automation (ICRA). :911-916. (399.06 KB)
Antonelo EA, Schrauwen B, Stroobandt D.  2008.  Modeling Multiple Autonomous Robot Behaviors and Behavior Switching with a Single Reservoir Computing Network. Proceedings of the IEEE International Conference on Systems, Man and Cybernetics. :1843–1848. (813.18 KB)
2007
Antonelo EA, Schrauwen B, Dutoit X, Stroobandt D, Nuttin M.  2007.  Event detection and localization in mobile robot navigation using reservoir computing. Artificial Neural Networks -- ICANN 2007. Lecture Notes in Computer Science, vol 4669:660-669. (294.37 KB)
Antonelo EA, Schrauwen B, Stroobandt D.  2007.  Experiments with Reservoir Computing on the road sign problem. Proceedings of the VIII Brazilian Congress on Neural Networks (CBRN).  (221.65 KB)
Antonelo EA, Schrauwen B, Van Campenhout J.  2007.  Generative Modeling of Autonomous Robots and their Environments using Reservoir Computing. Neural Processing Letters. 26:233–249. (8.43 MB)

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