Benjamin Schrauwen

Summary

Affiliation: Ghent University
Country: Belgium

Publications

  1. doi request reprint Compact hardware liquid state machines on FPGA for real-time speech recognition
    Benjamin Schrauwen
    Department of Electronics and Information Systems, Ghent University, Sint Pietersnieuwstraat 41, 9000 Gent, Belgium
    Neural Netw 21:511-23. 2008
  2. doi request reprint Fast and exact simulation methods applied on a broad range of neuron models
    Michiel D'Haene
    Ghent University, Electronics and Information Systems Department, 9000 Ghent, Belgium
    Neural Comput 22:1468-72. 2010
  3. doi request reprint Real-time detection of epileptic seizures in animal models using reservoir computing
    Pieter Buteneers
    Electronics and Information Systems, Ghent University, Sint Pietersnieuwstraat 41, 9000 Ghent, Belgium
    Epilepsy Res 103:124-34. 2013
  4. doi request reprint Cascadable excitability in microrings
    Thomas Van Vaerenbergh
    Photonics Research Group INTEC, Ghent University IMEC, Sint Pietersnieuwstraat 41, B 9000 Ghent, Belgium
    Opt Express 20:20292-308. 2012
  5. ncbi request reprint Toward optical signal processing using photonic reservoir computing
    Kristof Vandoorne
    Dept of Information Technology, Photonics Research Group, Ghent University IMEC, Gent, Belgium
    Opt Express 16:11182-92. 2008
  6. pmc Automated design of complex dynamic systems
    Michiel Hermans
    ELIS Department, Ghent University, Ghent, Belgium
    PLoS ONE 9:e86696. 2014
  7. pmc Information processing capacity of dynamical systems
    Joni Dambre
    Department of Electronics and Information Systems, Ghent University, Sint Pietersnieuwstraat 41, 9000 Ghent, Belgium
    Sci Rep 2:514. 2012
  8. pmc A bayesian model for exploiting application constraints to enable unsupervised training of a P300-based BCI
    Pieter Jan Kindermans
    Electronics and Information Systems, Ghent University, Ghent, Belgium
    PLoS ONE 7:e33758. 2012
  9. doi request reprint Recurrent kernel machines: computing with infinite echo state networks
    Michiel Hermans
    Department of Electronics and Information Systems, Ghent University, 9000 Ghent, Belgium
    Neural Comput 24:104-33. 2012
  10. doi request reprint Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing
    Pieter Buteneers
    Electronics and Information Systems, Ghent University, Belgium
    Artif Intell Med 53:215-23. 2011

Collaborators

Detail Information

Publications14

  1. doi request reprint Compact hardware liquid state machines on FPGA for real-time speech recognition
    Benjamin Schrauwen
    Department of Electronics and Information Systems, Ghent University, Sint Pietersnieuwstraat 41, 9000 Gent, Belgium
    Neural Netw 21:511-23. 2008
    ..This work shows that there is actually a large hardware design space of Spiking Neural Network hardware that can be explored. Existing architectures have only spanned part of it...
  2. doi request reprint Fast and exact simulation methods applied on a broad range of neuron models
    Michiel D'Haene
    Ghent University, Electronics and Information Systems Department, 9000 Ghent, Belgium
    Neural Comput 22:1468-72. 2010
    ....
  3. doi request reprint Real-time detection of epileptic seizures in animal models using reservoir computing
    Pieter Buteneers
    Electronics and Information Systems, Ghent University, Sint Pietersnieuwstraat 41, 9000 Ghent, Belgium
    Epilepsy Res 103:124-34. 2013
    ..The technique avoids the time-consuming manual review and annotation of EEG and can be incorporated in a closed-loop treatment strategy...
  4. doi request reprint Cascadable excitability in microrings
    Thomas Van Vaerenbergh
    Photonics Research Group INTEC, Ghent University IMEC, Sint Pietersnieuwstraat 41, B 9000 Ghent, Belgium
    Opt Express 20:20292-308. 2012
    ..Experimental single ring excitability and self-pulsation behaviour follows the theoretic predictions. Moreover, simulations and experiments show that this excitation mechanism is cascadable...
  5. ncbi request reprint Toward optical signal processing using photonic reservoir computing
    Kristof Vandoorne
    Dept of Information Technology, Photonics Research Group, Ghent University IMEC, Gent, Belgium
    Opt Express 16:11182-92. 2008
    ..Moreover, a photonic implementation offers the promise of massively parallel information processing with low power and high speed...
  6. pmc Automated design of complex dynamic systems
    Michiel Hermans
    ELIS Department, Ghent University, Ghent, Belgium
    PLoS ONE 9:e86696. 2014
    ..Our work suggests that the application domains of both machine learning and optimal control have a largely unexplored overlapping area which envelopes a novel design methodology of smart and highly complex physical systems. ..
  7. pmc Information processing capacity of dynamical systems
    Joni Dambre
    Department of Electronics and Information Systems, Ghent University, Sint Pietersnieuwstraat 41, 9000 Ghent, Belgium
    Sci Rep 2:514. 2012
    ....
  8. pmc A bayesian model for exploiting application constraints to enable unsupervised training of a P300-based BCI
    Pieter Jan Kindermans
    Electronics and Information Systems, Ghent University, Ghent, Belgium
    PLoS ONE 7:e33758. 2012
    ....
  9. doi request reprint Recurrent kernel machines: computing with infinite echo state networks
    Michiel Hermans
    Department of Electronics and Information Systems, Ghent University, 9000 Ghent, Belgium
    Neural Comput 24:104-33. 2012
    ..We present the theoretical framework, provide several practical examples of recursive kernels, and apply them to typical temporal tasks...
  10. doi request reprint Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing
    Pieter Buteneers
    Electronics and Information Systems, Ghent University, Belgium
    Artif Intell Med 53:215-23. 2011
    ..RC is a recurrent neural networks training technique which has been shown to possess good generalization properties with limited training...
  11. ncbi request reprint Toward unified hybrid simulation techniques for spiking neural networks
    Michiel D'Haene
    ELIS Department, Ghent University, 9000 Ghent, Belgium
    Neural Comput 26:1055-79. 2014
    ..Clearly the ideal simulation method is a mix of both methods. We formulate the key properties of such an efficient and generally applicable hybrid approach. ..
  12. doi request reprint Accelerating event-driven simulation of spiking neurons with multiple synaptic time constants
    Michiel D'Haene
    Ghent University, Electronics and Information Systems Department, 9000 Ghent, Belgium
    Neural Comput 21:1068-99. 2009
    ..Moreover, our algorithm is highly independent of the complexity (i.e., number of synaptic time constants) of the underlying neuron model...
  13. ncbi request reprint Integrating dynamic stopping, transfer learning and language models in an adaptive zero-training ERP speller
    Pieter Jan Kindermans
    Electronics and Information Systems ELIS Department, Ghent University, Sint Pietersnieuwstraat 41, B 9000 Ghent, Belgium
    J Neural Eng 11:035005. 2014
    ..For the example of a visual P300 speller we show how the framework harvests the structure suitable to solve the decoding task by (a) transfer learning, (b) unsupervised adaptation, (c) language model and (d) dynamic stopping...
  14. doi request reprint Memory in linear recurrent neural networks in continuous time
    Michiel Hermans
    Department of Electronics and Information Systems, Ghent University, Sint Pietersnieuwstraat 41, 9000 Ghent, Belgium
    Neural Netw 23:341-55. 2010
    ..The overall results found in this work yield important insights into how to design networks for continuous time...