Stochastic hardware implementation of Liquid State Machines

作者: Miquel L. Alomar , Vincent Canals , Antoni Morro , Antoni Oliver , Josep L. Rossello

DOI: 10.1109/IJCNN.2016.7727324

关键词:

摘要: The hardware implementation of neural network models allows to efficiently exploit their inherent parallelism. Here, we focus on the Liquid State Machine (LSM) methodology to …

参考文章(30)
Alan Zuppicich, Snjezana Soltic, FPGA implementation of an evolving spiking neural network international conference on neural information processing. pp. 1129- 1136 ,(2008) , 10.1007/978-3-642-02490-0_137
Benjamin Schrauwen, Michiel D'Haene, David Verstraeten, Jan Van Campenhout, Compact hardware for real-time speech recognition using a Liquid State Machine international joint conference on neural network. pp. 1097- 1102 ,(2007) , 10.1109/IJCNN.2007.4371111
Miquel L. Alomar, Miguel C. Soriano, Miguel Escalona-Moran, Vincent Canals, Ingo Fischer, Claudio R. Mirasso, Jose L. Rossello, Digital Implementation of a Single Dynamical Node Reservoir Computer IEEE Transactions on Circuits and Systems Ii-express Briefs. ,vol. 62, pp. 977- 981 ,(2015) , 10.1109/TCSII.2015.2458071
Kristof Vandoorne, Wouter Dierckx, Benjamin Schrauwen, David Verstraeten, Roel Baets, Peter Bienstman, Jan Van Campenhout, Toward optical signal processing using photonic reservoir computing. Optics Express. ,vol. 16, pp. 11182- 11192 ,(2008) , 10.1364/OE.16.011182
Jose L. Rosselló, Ivan de Paúl, Vincent Canals, Self-configuring spiking neural networks IEICE Electronics Express. ,vol. 5, pp. 921- 926 ,(2008) , 10.1587/ELEX.5.921
L. Larger, M. C. Soriano, D. Brunner, L. Appeltant, J. M. Gutierrez, L. Pesquera, C. R. Mirasso, I. Fischer, Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing. Optics Express. ,vol. 20, pp. 3241- 3249 ,(2012) , 10.1364/OE.20.003241
Michael London, Arnd Roth, Lisa Beeren, Michael Häusser, Peter E. Latham, Sensitivity to perturbations in vivo implies high noise and suggests rate coding in cortex Nature. ,vol. 466, pp. 123- 127 ,(2010) , 10.1038/NATURE09086
JOSEP L. ROSSELLO, VINCENT CANALS, ANTONI MORRO, JAUME VERD, Chaos-based mixed signal implementation of spiking neurons. International Journal of Neural Systems. ,vol. 19, pp. 465- 471 ,(2009) , 10.1142/S0129065709002166
D. Verstraeten, B. Schrauwen, M. D’Haene, D. Stroobandt, 2007 Special Issue: An experimental unification of reservoir computing methods Neural Networks. ,vol. 20, pp. 391- 403 ,(2007) , 10.1016/J.NEUNET.2007.04.003