Publications

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2013
2012
Hinaut, X., and P. F. Dominey, "On-Line Processing of Grammatical Structure Using Reservoir Computing", ICANN: International Conference on Artificial Neural Networks, pp. 596-603, 09/2012. Abstract
Dambre, J., D. Verstraeten, B. Schrauwen, and S. Massar, "Information Processing Capacity of Dynamical Systems", Scientific Reports, vol. 2, no. 514, pp. 1 -- 7, 07/2012. Abstract  Download: srep00514.pdf (365.56 KB)
Lukoševičius, M., H. Jaeger, and B. Schrauwen, "Reservoir Computing Trends", KI - Künstliche Intelligenz, pp. 1-7, 05/2012. Abstract  Download: KI_reservoir_computing.pdf (574.71 KB)
Petrėnas, A., V. Marozas, L. Sörnmo, and A. Lukoševičius, "An Echo State Neural Network for QRST Cancellation During Atrial Fibrillation", IEEE Transactions on Biomedical Engineering, vol. 59, no. 10: IEEE, pp. 2950–2957, 2012.
Kulkarni, M., and C. Teuscher, "Memristor-based Reservoir Computing", Proceedings of the IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH'12), pp. 226–232, 2012.
Hinaut, X., M. Petit, and P. F. Dominey, "Online Language Learning to Perform and Describe Actions for Human-Robot Interaction", Proceedings of the Post-Graduate Conference on Robotics and Development of Cognition, 2012. Abstract
Lukoševičius, M., "A practical guide to applying echo state networks", Neural Networks: Tricks of the Trade, 2, vol. 7700: Springer Berlin Heidelberg, pp. 659-686, 2012.  Download: PracticalESN.pdf (624.47 KB)
Lukoševičius, M., "Reservoir Computing and Self-Organized Neural Hierarchies", School of Engineering and Science, vol. PhD: Jacobs University Bremen, 2012. Abstract  Download: Mantas_Lukosevicius_PhD_thesis.pdf (3.13 MB)
Lukoševičius, M., "Self-organized reservoirs and their hierarchies", Proceedings of the 22nd International Conference on Artificial Neural Networks (ICANN 2012), vol. 7553, Lausanne, Switzerland, Springer, pp. 587-595, 2012.  Download: Self-organized_reservoir_hierarchies_ICANN12.pdf (315.2 KB)
2011