Publications
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"A spiking neuron as information bottleneck",
Neural Computation, vol. 22, 2010.
Abstract
"Connectivity, Dynamics and Memory in Reservoir Computing with Binary and Analog Neurons",
Neural Computation, In Press.
Abstract
"Complex sensory-motor sequence learning based on recurrent state representation and reinforcement learning",
Biological Cybernetics, vol. 73, no. 3, pp. 265-74, 08/1995.
Download: dominey1995biocyber.pdf (996.6 KB)
"Motif distribution and computational performance of two data-based cortical microcircuit templates",
Journal of Physiology (Paris), vol. 103, no. 1-2, 2009.
Abstract
"Directed coupling in local field potentials of macaque V4 during visual short-term memory revealed by multivariate autoregressive models",
Frontiers in Computational Neuroscience, 05/2010.
Abstract
"Echo state networks with filter neurons and a delay and sum readout",
Neural Networks, vol. 23, no. 2, 2010.
Abstract
"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.
"A theoretical basis for emergent pattern discrimination in neural systems through slow feature extraction",
Neural Computation, In Press.
Abstract
"Linking language with embodied and teleological representations of action for humanoid cognition",
Frontiers in Neurorobotics, vol. 4, 2010.
Download: LAllee2010FN.pdf (1.83 MB)
"Functional network reorganization in motor cortex can be explained by reward-modulated Hebbian learning",
Advances in Neural Information Processing Systems (NIPS), Vancouver, Canada, 2009.
Abstract
"A reward-modulated Hebbian learning rule can explain experimentally observed network reorganization in a brain control task",
Journal of Neuroscience, vol. 30, no. 25, 2010.
Abstract
"On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing",
NIPS: Vancouver, 2008.
Abstract
