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"Oger: Modular Learning Architectures For Large-Scale Sequential Processing", Journal of Machine Learning Research, Submitted.
"Connectivity, Dynamics and Memory in Reservoir Computing with Binary and Analog Neurons", Neural Computation, In Press.
"Learning Slow Features with Reservoir Computing for Biologically-inspired Robot Localization", Neural Networks, In Press.
"A theoretical basis for emergent pattern discrimination in neural systems through slow feature extraction", Neural Computation, In Press.
"Real-Time Parallel Processing of Grammatical Structure in the Fronto-Striatal System: A Recurrent Network Simulation Study Using Reservoir Computing", PLoS ONE, vol. 8, no. 2, pp. e52946, 02/2013.
"Mean-field theory of echo state networks", PHYSICAL REVIEW E, vol. 87, 2013.
"On-Line Processing of Grammatical Structure Using Reservoir Computing", ICANN: International Conference on Artificial Neural Networks, pp. 596-603, 09/2012.
"Information Processing Capacity of Dynamical Systems", Scientific Reports, vol. 2, no. 514, pp. 1 -- 7, 07/2012.
"Reservoir Computing Trends", KI - Künstliche Intelligenz, pp. 1-7, 05/2012.
"Memristor-based Reservoir Computing", Proceedings of the IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH'12), pp. 226–232, 2012.
"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.
"Reservoir Computing and Self-Organized Neural Hierarchies", School of Engineering and Science, vol. PhD: Jacobs University Bremen, 2012.
"Self-Organizing Maps and Scale-Invariant Maps in Echo State Networks", Intelligent Systems Design and Applications (ISDA), 2011 11th International Conference on, pp. 94 -99, nov., 2011.
"A common “meaning” system for language and visual images revealed by fMRI and DTI", Society for Neuroscience, 2011.
"Connected digit recognition by means of reservoir computing", Interspeech, 2011.
"Reservoir Computing Architectures for Modeling Robot Navigation Systems", Department of Electronic and Information Systems , vol. PhD, Gent, Universiteit Gent, 2011.
"Robot Cognitive Control with a Neurophysiologically Inspired Reinforcement Learning Model", Frontiers in NeuroRobotics, 2011.
"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.
Distortion invariant feature extraction with Echo State Networks, , no. 24: Jacobs University Bremen, October, 2010.
"Towards a Platform-Independent Cooperative Human-Robot Interaction System: I. Perception", IROS IEEE/RSJ International Conference on Intelligent Robots and Systems, 10-2010.
"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.
"Echo state networks with filter neurons and a delay and sum readout", Neural Networks, vol. 23, no. 2, 2010.
"Fast and exact simulation methods applied on a broad range of neuron models", NEURAL COMPUTATION, vol. 22, no. 6, pp. 1468-1472, 2010.
"Linking language with embodied and teleological representations of action for humanoid cognition", Frontiers in Neurorobotics, vol. 4, 2010.