Publications
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"Generating Coherent Patterns of Activity from Chaotic Neural Networks",
Neuron, vol. 63, pp. 544 - 557, 2009.
Abstract
"Alternative Konvergenzmaße für die Beschreibung des Verhaltens von Echo - State - Netzen",
insitute for mathematics, vol. Diploma, Rostock, University of Rostock, pp. 68, 05/2009.
Abstract
Download: Diplomarbeit T. Strauß.pdf (1.35 MB)
"Belief-propagation in networks of spiking neurons",
Neural Computation, vol. 21, pp. 2502-2523, 2009.
Abstract
"Online Reservoir Adaptation by Intrinsic Plasticity for Backpropagation-Decorrelation and Echo State Learning",
Neural Networks, vol. 20, no. 3, pp. 353 - 364, 2007.
"Noise-Robust Automatic Speech Recognition Using a Predictive Echo State Network",
Audio, Speech and Language Processing, IEEE Transactions on [see also Speech and Audio Processing, IEEE Transactions on], vol. 15, no. 5, pp. 1724–1730, 2007.
"Minimum mean squared error time series classification using an echo state network prediction model",
IEEE International Symposium on Circuits and Systems, 2006.
"Automatic speech recognition using a predictive echo state network classifier",
Neural Networks, vol. 20, no. 3: Elsevier Science Ltd. Oxford, UK, UK, pp. 414–423, 2007.
Echo-State Networks with Band-Pass Neurons: Towards Generic Time-Scale-Independent Reservoir Structures,
, Raben-Steinfeld, Germany, Planet intelligent systems GmbH, October, 2007.
"Edge of Chaos Computation in Mixed-Mode {VLSI} - ``{A} Hard Liquid''",
Advances in Neural Information Processing Systems 17, Cambridge, MA, MIT Press, pp. 1201-1208, 2005.
"Compact hardware for real-time speech recognition using a Liquid State Machine",
Proceedings of the International Joint Conference on Neural Networks (IJCNN), 2007.
"On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing",
NIPS: Vancouver, 2008.
Abstract
"A hierarchy of recurrent networks for speech recognition",
NIPS, Proceedings, Whistler, BC, Canada, pp. 8, 2009.
Download: bschrauw_nips_2009.pdf (103.7 KB)
"Analyzing the weight dynamics of recurrent learning algorithms",
Neurocomputing, vol. 63C, pp. 5-23, 2005.
"Echo State Networks used for Motor Control",
Proceedings of the 2005 IEEE International Conference on Robotics and Automation, pp. 1953–1958, 2005.
Distortion invariant feature extraction with Echo State Networks,
, no. 24: Jacobs University Bremen, October, 2010.


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