List of works - Benjamin Schrauwen

A P300 BCI for the Masses: Prior Information Enables Instant Unsupervised Spelling ⬇️

scientific article published in January 2012

A bayesian model for exploiting application constraints to enable unsupervised training of a P300-based BCI

scientific article

A unified probabilistic approach to improve spelling in an event-related potential-based brain-computer interface

scientific article

Accelerating event-driven simulation of spiking neurons with multiple synaptic time constants.

scientific article published in April 2009

Advances in photonic reservoir computing on an integrated platform

Analog readout for optical reservoir computers ⬇️

scientific article published in January 2012

Automated design of complex dynamic systems

scientific article

Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing

scientific article published on 28 September 2011

Cascadable excitability in microrings.

scientific article published in August 2012

Compact hardware liquid state machines on FPGA for real-time speech recognition

scientific article

Computing using delayed feedback systems: towards photonics

Connectivity, dynamics, and memory in reservoir computing with binary and analog neurons.

scientific article published in May 2010

Deep content-based music recommendation ⬇️

Defect Detection in Reinforced Concrete Using Random Neural Architectures

article by J.B. Butcher et al published 26 August 2013 in Computer-Aided Civil and Infrastructure Engineering

Design and control of compliant tensegrity robots through simulation and hardware validation

scientific article

Event detection and localization for small mobile robots using reservoir computing

scientific article published on 27 June 2008

Event management for large scale event-driven digital hardware spiking neural networks

scientific article published on 6 March 2013

Experimental demonstration of reservoir computing on a silicon photonics chip.

scientific article published on 24 March 2014

Factoring Variations in Natural Images with Deep Gaussian Mixture Models ⬇️

scientific article published in January 2014

Fast and exact simulation methods applied on a broad range of neuron models

scientific article

Frequency modulation of large oscillatory neural networks

scientific article published on 11 February 2014

Information processing capacity of dynamical systems

scientific article published on 19 July 2012

Information processing using a single dynamical node as complex system

scientific article

Integrating dynamic stopping, transfer learning and language models in an adaptive zero-training ERP speller.

scientific article published on 19 May 2014

Learning slow features with reservoir computing for biologically-inspired robot localization.

scientific article

Locomotion without a brain: physical reservoir computing in tensegrity structures

scientific article published on 27 November 2012

MACOP modular architecture with control primitives

scientific article published on 23 July 2013

Memory in linear recurrent neural networks in continuous time

scientific article

Memory versus non-linearity in reservoirs

Memristor models for machine learning ⬇️

scientific article published on 20 January 2015

Nanophotonic reservoir computing with photonic crystal cavities to generate periodic patterns.

scientific article published in February 2014

On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing ⬇️

On learning navigation behaviors for small mobile robots with reservoir computing architectures

scientific article

Optical information processing: Advances in nanophotonic reservoir computing

article published in 2012

Optical signal processing with a network of semiconductor optical amplifiers in the context of photonic reservoir computing

scholarly article published 10 February 2011

Optimized Parameter Search for Large Datasets of the Regularization Parameter and Feature Selection for Ridge Regression

Optoelectronic reservoir computing.

scientific article published on 27 February 2012

Parallel reservoir computing using optical amplifiers

scientific article published on 29 July 2011

Phoneme Recognition with Large Hierarchical Reservoirs ⬇️

scientific article published in January 2010

Photonic reservoir computing and information processing with coupled semiconductor optical amplifiers

Photonic reservoir computing: A new approach to optical information processing

Photonic reservoir computing: a new approach to optical information processing

Pruning reservoirs with Random Static Projections

Real-time detection of epileptic seizures in animal models using reservoir computing

scientific article published on 31 July 2012

Recurrent kernel machines: computing with infinite echo state networks

scientific article published on 18 August 2011

Reservoir computing and extreme learning machines for non-linear time-series data analysis.

scientific article

Reservoir computing: a photonic neural network for information processing

Time series classification for the prediction of dialysis in critically ill patients using echo statenetworks

scholarly article by Femke Ongenae et al published March 2013 in Engineering Applications of Artificial Intelligence

Time-domain and frequency-domain modeling of nonlinear optical components at the circuit-level using a node-based approach

Toward optical signal processing using photonic reservoir computing

scientific article

Toward unified hybrid simulation techniques for spiking neural networks

scientific article published on 31 March 2014

Training and Analysing Deep Recurrent Neural Networks ⬇️

scientific article published in January 2013

True zero-training brain-computer interfacing--an online study

scientific article

Zero Training for BCI - Reality for BCI Systems Based on Event-Related Potentials

scientific article

List of works by Benjamin Schrauwen

A P300 BCI for the Masses: Prior Information Enables Instant Unsupervised Spelling ⬇️

A bayesian model for exploiting application constraints to enable unsupervised training of a P300-based BCI

A unified probabilistic approach to improve spelling in an event-related potential-based brain-computer interface

Accelerating event-driven simulation of spiking neurons with multiple synaptic time constants.

Advances in photonic reservoir computing on an integrated platform

Analog readout for optical reservoir computers ⬇️

Automated design of complex dynamic systems

Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing

Cascadable excitability in microrings.

Compact hardware liquid state machines on FPGA for real-time speech recognition

Computing using delayed feedback systems: towards photonics

Connectivity, dynamics, and memory in reservoir computing with binary and analog neurons.

Deep content-based music recommendation ⬇️

Defect Detection in Reinforced Concrete Using Random Neural Architectures

Design and control of compliant tensegrity robots through simulation and hardware validation

Event detection and localization for small mobile robots using reservoir computing

Event management for large scale event-driven digital hardware spiking neural networks

Experimental demonstration of reservoir computing on a silicon photonics chip.

Factoring Variations in Natural Images with Deep Gaussian Mixture Models ⬇️

Fast and exact simulation methods applied on a broad range of neuron models

Frequency modulation of large oscillatory neural networks

Information processing capacity of dynamical systems

Information processing using a single dynamical node as complex system

Integrating dynamic stopping, transfer learning and language models in an adaptive zero-training ERP speller.

Learning slow features with reservoir computing for biologically-inspired robot localization.

Locomotion without a brain: physical reservoir computing in tensegrity structures

MACOP modular architecture with control primitives

Memory in linear recurrent neural networks in continuous time

Memory versus non-linearity in reservoirs

Memristor models for machine learning ⬇️

Nanophotonic reservoir computing with photonic crystal cavities to generate periodic patterns.

On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing ⬇️

On learning navigation behaviors for small mobile robots with reservoir computing architectures

Optical information processing: Advances in nanophotonic reservoir computing

Optical signal processing with a network of semiconductor optical amplifiers in the context of photonic reservoir computing

Optimized Parameter Search for Large Datasets of the Regularization Parameter and Feature Selection for Ridge Regression

Optoelectronic reservoir computing.

Parallel reservoir computing using optical amplifiers

Phoneme Recognition with Large Hierarchical Reservoirs ⬇️

Photonic reservoir computing and information processing with coupled semiconductor optical amplifiers

Photonic reservoir computing: A new approach to optical information processing

Photonic reservoir computing: a new approach to optical information processing

Pruning reservoirs with Random Static Projections

Real-time detection of epileptic seizures in animal models using reservoir computing

Recurrent kernel machines: computing with infinite echo state networks

Reservoir computing and extreme learning machines for non-linear time-series data analysis.

Reservoir computing: a photonic neural network for information processing

Time series classification for the prediction of dialysis in critically ill patients using echo statenetworks

Time-domain and frequency-domain modeling of nonlinear optical components at the circuit-level using a node-based approach

Toward optical signal processing using photonic reservoir computing

Toward unified hybrid simulation techniques for spiking neural networks

Training and Analysing Deep Recurrent Neural Networks ⬇️

True zero-training brain-computer interfacing--an online study

Zero Training for BCI - Reality for BCI Systems Based on Event-Related Potentials