Publications
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"Event detection and localization in mobile robot navigation using reservoir computing",
ICANN, Part II: Springer-Verlag, pp. 660-669, 2007.
"A Tighter Bound for the Echo State Property",
Neural Networks, IEEE Transactions on, vol. 17, no. 3, pp. 820-824, 2006.
"Exploiting Iso-error Pathways in the N, k-plane to Improve Echo State Network Performance",
Proceedings of the 2006 Conference of Neural Informations Processing Systems (submitted), 2006.
"Modeling Reward Functions for Incomplete State Representations via Echo State Networks",
Proceedings of the International Joint Conference on Neural Networks, Montreal, Quebec, 2005.
Spraakherkenning met reservoir computing,
: Universiteit Gent, 2006.
"Short Term Memory and Pattern Matching with Simple Echo State Networks",
Artificial Neural Networks: Biological Inspirations - ICANN 2005, pp. 13–18, 2005.
"Learn more by training less: systematicity in sentence processing by recurrent networks",
Connection Science, vol. 18, no. 3: Taylor & Francis, pp. 287–302, 2006.
Abstract
"Short term memory in echo state networks",
GMD Report 152: German National Research Center for Information Technology, 2001.
"Reservoir Riddles: Sugggestions for Echo State Network Research (Extended Abstract of Invited Talk)",
Proceedings of the International Joint Conference on Neural Networks, pp. 1460–1462, August, 2005.
Adaptive nonlinear system identification with echo state networks,
: MIT Press Cambridge, MA, pp. 593–600, 2003.
"Introduction to the Special Issue on Echo State Networks and Liquid State Machines",
Neural Networks, vol. 20, no. 3, pp. 287–289, 2007.
"The ``echo state'' approach to analysing and training recurrent neural networks - with an Erratum note",
GMD Report 148: German National Research Center for Information Technology, 2001.
"Adaptive nonlinear system identification with echo state networks",
In: Advances in Neural Information Processing Systems: MIT Press, Cambridge, MA, , pp. 593-600, 2003, 2002.
Discovering multiscale dynamical features with hierarchical Echo State Networks,
: Jacobs University Bremen, 2007.
"Harnessing nonlinearity: predicting chaotic systems and saving energy in wireless telecommunication",
Science, vol. 304, no. 5667, pp. 78–80, April 2, 2004.
"Tutorial on training recurrent neural networks, covering {BPTT}, {RTRL}, {EKF} and the ``echo state network'' approach",
GMD Report 159: German National Research Center for Information Technology, pp. 48 pp., 2002.
"Generating exponentially many periodic attractors with linearly growing Echo State Networks",
IUB technical report, vol. 3, pp. 1–26, 2006.
"Optimization and applications of echo state networks with leaky-integrator neurons",
Neural Networks, vol. 20, no. 3, pp. 335-352, 2007.
Echo State Networks for Adaptive Filtering,
: University of Applied Sciences Bonn-Rhein-Sieg, 2006.
Abstract
Download: Kucukemre.pdf (1.11 MB)
Echo state networks with trained feedbacks,
, no. 4: Jacobs University Bremen, February, 2007.
Time warping invariant echo state networks,
, no. 2: Jacobs University Bremen, May, 2006.
"Analysis and Design of Echo State Networks",
Neural Computation, vol. 19, pp. 111–138, 2006.
"Echo State Networks for Mobile Robot Modeling and Control",
RoboCup 2003: Robot Soccer World Cup VII, pp. 157–168, 2004.
"Echo state networks: Appeal and challenges",
Proc. of International Joint Conference on Neural Networks, pp. 1463–1466, 2005.
"Learning Mappings in Brain Machine Interfaces with Echo State Networks",
Proceedings of the 2005 IEEE International Conference on Acoustics, Speech, and Signal Processing, pp. 233–236, 2005.
Abstract


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