Publications
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"Temporal dynamics of information content carried by neurons in the primary visual cortex",
NIPS 2006: Advances in Neural Information Processing Systems, vol. 19: MIT Press, pp. 1041-1048, 2007, 2006.
Abstract
"Temporal integration in recurrent microcircuits",
The Handbook of Brain Theory and Neural Networks, 2nd Edition: MIT Press, pp. 1159-1163, 2003.
"A theoretical basis for emergent pattern discrimination in neural systems through slow feature extraction",
Neural Computation, In Press.
Abstract
"Theory of the computational function of microcircuit dynamics",
Microcircuits: The Interface between Neurons and Global Brain Function, vol. 93, pp. 371-390, 2006.
"A Three-Layered Cortical Network Encodes Identity and Abstract Categorical Structure of Behavioral Sequences as in the Primate Lateral Prefrontal Cortex",
NeuroComp, Lyon, 10/2010.
Abstract
Download: NEUROCOMP2010_0041_6e30c.pdf (219.24 KB)
"A three-layered model of primate prefrontal cortex encodes identity and abstract categorical structure of behavioral sequences",
Journal of Phisiology - Paris, vol. 105, no. 1-3, pp. 16-24, 2011.
Abstract
"A Tighter Bound for the Echo State Property",
Neural Networks, IEEE Transactions on, vol. 17, no. 3, pp. 820-824, 2006.
Time warping invariant echo state networks,
, no. 2: Jacobs University Bremen, May, 2006.
"Towards a Platform-Independent Cooperative Human-Robot Interaction System: I. Perception",
IROS IEEE/RSJ International Conference on Intelligent Robots and Systems, 10-2010.
Abstract
Download: 0898.pdf (909.9 KB)
"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), pp. 3818–3823, 2009.
Download: eric_smc2009.pdf (2.76 MB)
"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.


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