Benjamin Schrauwen

Publication Activity (10 Years)

Years Active: 2005-2018
Publications (10 Years): 4

Top Venues

NIPS

CoRR

IEEE Trans. Neural Networks Learn. Syst.

ICANN (1)

Publications

Alexander Spröwitz, Alexandre Tuleu, Mostafa Ajaoolleian, Massimo Vespignani, Rico Moeckel, Peter Eckert, Michiel D'Haene, Jonas Degrave, Arne Nordmann, Benjamin Schrauwen, Jochen J. Steil, Auke Jan Ijspeert
Oncilla robot: a versatile open-source quadruped research robot with compliant pantograph legs. CoRR (2018)
Alexander Spröwitz, Alexandre Tuleu, Mostafa Ajallooeian, Massimo Vespignani, Rico Möckel, Peter Eckert, Michiel D'Haene, Jonas Degrave, Arne Nordmann, Benjamin Schrauwen, Jochen J. Steil, Auke Jan Ijspeert
Oncilla Robot: A Versatile Open-Source Quadruped Research Robot With Compliant Pantograph Legs. Frontiers Robotics AI 5 (2018)
Eric Aislan Antonelo, Benjamin Schrauwen
On Learning Navigation Behaviors for Small Mobile Robots With Reservoir Computing Architectures. IEEE Trans. Neural Networks Learn. Syst. 26 (4) (2015)
Juan Pablo Carbajal, Joni Dambre, Michiel Hermans, Benjamin Schrauwen
Memristor Models for Machine Learning. Neural Comput. 27 (3) (2015)
Martin Andre Agnes Fiers, Thomas Van Vaerenbergh, Francis Wyffels, David Verstraeten, Benjamin Schrauwen, Joni Dambre, Peter Bienstman
Nanophotonic Reservoir Computing With Photonic Crystal Cavities to Generate Periodic Patterns. IEEE Trans. Neural Networks Learn. Syst. 25 (2) (2014)
Lionel Pigou, Sander Dieleman, Pieter-Jan Kindermans, Benjamin Schrauwen
Sign Language Recognition Using Convolutional Neural Networks. ECCV Workshops (1) (2014)
Aäron van den Oord, Sander Dieleman, Benjamin Schrauwen
Transfer Learning by Supervised Pre-training for Audio-based Music Classification. ISMIR (2014)
John B. Butcher, C. R. Day, J. C. Austin, Peter Haycock, David Verstraeten, Benjamin Schrauwen
Defect Detection in Reinforced Concrete Using Random Neural Architectures. Comput. Aided Civ. Infrastructure Eng. 29 (3) (2014)
Aäron van den Oord, Benjamin Schrauwen
Factoring Variations in Natural Images with Deep Gaussian Mixture Models. NIPS (2014)
Aäron van den Oord, Benjamin Schrauwen
The student-t mixture as a natural image patch prior with application to image compression. J. Mach. Learn. Res. 15 (1) (2014)
Sander Dieleman, Benjamin Schrauwen
End-to-end learning for music audio. ICASSP (2014)
Francis Wyffels, Jiwen Li, Tim Waegeman, Benjamin Schrauwen, Herbert Jaeger
Frequency modulation of large oscillatory neural networks. Biol. Cybern. 108 (2) (2014)
Michiel D'Haene, Michiel Hermans, Benjamin Schrauwen
Toward Unified Hybrid Simulation Techniques for Spiking Neural Networks. Neural Comput. 26 (6) (2014)
Juan Pablo Carbajal, Joni Dambre, Michiel Hermans, Benjamin Schrauwen
Memristor models for machine learning. CoRR (2014)
Pieter-Jan Kindermans, Hannes Verschore, Benjamin Schrauwen
A Unified Probabilistic Approach to Improve Spelling in an Event-Related Potential-Based Brain-Computer Interface. IEEE Trans. Biomed. Eng. 60 (10) (2013)
Louis-Charles Caron, Michiel D'Haene, Frédéric Mailhot, Benjamin Schrauwen, Jean Rouat
Event management for large scale event-driven digital hardware spiking neural networks. Neural Networks 45 (2013)
Michiel Hermans, Benjamin Schrauwen
Training and Analysing Deep Recurrent Neural Networks. NIPS (2013)
François Duport, Anteo Smerieri, Yvan Paquot, Bendix Schneider, Joni Dambre, Benjamin Schrauwen, Marc Haelterman, Serge Massar
Recent advances in optical Reservoir Computing. ISCAS (2013)
Louis-Charles Caron, Michiel D'Haene, Frédéric Mailhot, Benjamin Schrauwen, Jean Rouat
Event management for large scale event-driven digital hardware spiking neural networks CoRR (2013)
Philemon Brakel, Dirk Stroobandt, Benjamin Schrauwen
Training energy-based models for time-series imputation. J. Mach. Learn. Res. 14 (1) (2013)
John B. Butcher, David Verstraeten, Benjamin Schrauwen, Charles Day, Peter Haycock
Reservoir computing and extreme learning machines for non-linear time-series data analysis. Neural Networks 38 (2013)
Pieter Buteneers, Ken Caluwaerts, Joni Dambre, David Verstraeten, Benjamin Schrauwen
Optimized Parameter Search for Large Datasets of the Regularization Parameter and Feature Selection for Ridge Regression. Neural Process. Lett. 38 (3) (2013)
Sander Dieleman, Benjamin Schrauwen
Multiscale Approaches To Music Audio Feature Learning. ISMIR (2013)
Femke Ongenae, Stijn Van Looy, David Verstraeten, Thierry Verplancke, Dominique Benoit, Filip De Turck, Tom Dhaene, Benjamin Schrauwen, Johan Decruyenaere
Time series classification for the prediction of dialysis in critically ill patients using echo statenetworks. Eng. Appl. Artif. Intell. 26 (3) (2013)
Ken Caluwaerts, Michiel D'Haene, David Verstraeten, Benjamin Schrauwen
Locomotion Without a Brain: Physical Reservoir Computing in Tensegrity Structures. Artif. Life 19 (1) (2013)
Tim Waegeman, Michiel Hermans, Benjamin Schrauwen
MACOP modular architecture with control primitives. Frontiers Comput. Neurosci. 7 (2013)
Ken Caluwaerts, Francis Wyffels, Sander Dieleman, Benjamin Schrauwen
The spectral radius remains a valid indicator of the Echo state property for large reservoirs. IJCNN (2013)
Aäron van den Oord, Sander Dieleman, Benjamin Schrauwen
Deep content-based music recommendation. NIPS (2013)
Jonas Degrave, Michael Burm, Tim Waegeman, Francis Wyffels, Benjamin Schrauwen
Comparing trotting and turning strategies on the quadrupedal oncilla robot. ROBIO (2013)
Jonas Degrave, Robin Van Cauwenbergh, Francis Wyffels, Tim Waegeman, Benjamin Schrauwen
Terrain Classification for a Quadruped Robot. ICMLA (1) (2013)
Philemon Brakel, Dirk Stroobandt, Benjamin Schrauwen
Bidirectional truncated recurrent neural networks for efficient speech denoising. INTERSPEECH (2013)
Robin Bailleul, Jan De Cock, Peter Lambert, Rik Van de Walle, Benjamin Schrauwen
Content feature based bit rate modelling for scalable video coding using machine learning algorithms. ICME Workshops (2013)
Fréderic Godin, Viktor Slavkovikj, Wesley De Neve, Benjamin Schrauwen, Rik Van de Walle
Using topic models for Twitter hashtag recommendation. WWW (Companion Volume) (2013)
Tim Waegeman, Francis Wyffels, Benjamin Schrauwen
Towards a Neural Hierarchy of Time Scales for Motor Control. SAB (2012)
Mantas Lukosevicius, Herbert Jaeger, Benjamin Schrauwen
Reservoir Computing Trends. Künstliche Intell. 26 (4) (2012)
Anteo Smerieri, François Duport, Yvan Paquot, Benjamin Schrauwen, Marc Haelterman, Serge Massar
Analog readout for optical reservoir computers. NIPS (2012)
Michiel Hermans, Benjamin Schrauwen
Recurrent Kernel Machines: Computing with Infinite Echo State Networks. Neural Comput. 24 (1) (2012)
Michiel Hermans, Benjamin Schrauwen
Infinite Sparse Threshold Unit Networks. ICANN (1) (2012)
Anteo Smerieri, François Duport, Yvan Paquot, Benjamin Schrauwen, Marc Haelterman, Serge Massar
Analog readout for optical reservoir computers CoRR (2012)
Tim Waegeman, Francis Wyffels, Benjamin Schrauwen
Feedback Control by Online Learning an Inverse Model. IEEE Trans. Neural Networks Learn. Syst. 23 (10) (2012)
Eric A. Antonelo, Benjamin Schrauwen
Learning slow features with reservoir computing for biologically-inspired robot localization. Neural Networks 25 (2012)
Hannes Verschore, Pieter-Jan Kindermans, David Verstraeten, Benjamin Schrauwen
Dynamic Stopping Improves the Speed and Accuracy of a P300 Speller. ICANN (1) (2012)
Philemon Brakel, Benjamin Schrauwen
Energy-Based Temporal Neural Networks for Imputing Missing Values. ICONIP (2) (2012)
Fionntán O'Donnell, Fabian Triefenbach, Jean-Pierre Martens, Benjamin Schrauwen
Effects of Architecture Choices on Sparse Coding in Speech Recognition. ICANN (1) (2012)
Philemon Brakel, Sander Dieleman, Benjamin Schrauwen
Training Restricted Boltzmann Machines with Multi-tempering: Harnessing Parallelization. ICANN (2) (2012)
David Verstraeten, Benjamin Schrauwen, Sander Dieleman, Philemon Brakel, Pieter Buteneers, Dejan Pecevski
Oger: modular learning architectures for large-scale sequential processing. J. Mach. Learn. Res. 13 (2012)
Tim Waegeman, Francis Wyffels, Benjamin Schrauwen
A discrete/rhythmic pattern generating RNN. ESANN (2012)
Pieter-Jan Kindermans, Hannes Verschore, David Verstraeten, Benjamin Schrauwen
A P300 BCI for the Masses: Prior Information Enables Instant Unsupervised Spelling. NIPS (2012)
Pieter Buteneers, David Verstraeten, Pieter van Mierlo, Tine Wyckhuys, Dirk Stroobandt, Robrecht Raedt, Hans Hallez, Benjamin Schrauwen
Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing. Artif. Intell. Medicine 53 (3) (2011)
Sander Dieleman, Philemon Brakel, Benjamin Schrauwen
Audio-based Music Classification with a Pretrained Convolutional Network. ISMIR (2011)
Kristof Vandoorne, Joni Dambre, David Verstraeten, Benjamin Schrauwen, Peter Bienstman
Parallel Reservoir Computing Using Optical Amplifiers. IEEE Trans. Neural Networks 22 (9) (2011)
Tim Waegeman, Benjamin Schrauwen
Towards Learning Inverse Kinematics with a Neural Network Based Tracking Controller. ICONIP (3) (2011)
Yvan Paquot, François Duport, Anteo Smerieri, Joni Dambre, Benjamin Schrauwen, Marc Haelterman, Serge Massar
Optoelectronic Reservoir Computing CoRR (2011)
Michiel Hermans, Benjamin Schrauwen
Memory in linear recurrent neural networks in continuous time. Neural Networks 23 (3) (2010)
Michiel D'Haene, Benjamin Schrauwen
Fast and Exact Simulation Methods Applied on a Broad Range of Neuron Models. Neural Comput. 22 (6) (2010)
Fabian Triefenbach, Azarakhsh Jalalvand, Benjamin Schrauwen, Jean-Pierre Martens
Phoneme Recognition with Large Hierarchical Reservoirs. NIPS (2010)
David Verstraeten, Joni Dambre, Xavier Dutoit, Benjamin Schrauwen
Memory versus non-linearity in reservoirs. IJCNN (2010)
John B. Butcher, David Verstraeten, Benjamin Schrauwen, Charles Day, Peter Haycock
Extending reservoir computing with random static projections: a hybrid between extreme learning and RC. ESANN (2010)
Michiel Hermans, Benjamin Schrauwen
Memory in reservoirs for high dimensional input. IJCNN (2010)
Francis Wyffels, Benjamin Schrauwen
A comparative study of Reservoir Computing strategies for monthly time series prediction. Neurocomputing 73 (10-12) (2010)
Michiel Hermans, Benjamin Schrauwen
One step Backpropagation Through Time for learning input mapping in reservoir computing applied to speech recognition. ISCAS (2010)
Lars Büsing, Benjamin Schrauwen, Robert Legenstein
Connectivity, Dynamics, and Memory in Reservoir Computing with Binary and Analog Neurons. Neural Comput. 22 (5) (2010)
Eric A. Antonelo, Benjamin Schrauwen
Supervised learning of internal models for autonomous goal-oriented robot navigation using Reservoir Computing. ICRA (2010)
Yoan Miche, Benjamin Schrauwen, Amaury Lendasse
Machine Learning Techniques based on Random Projections. ESANN (2010)
Eric A. Antonelo, Benjamin Schrauwen
Unsupervised Learning in Reservoir Computing: Modeling Hippocampal Place Cells for Small Mobile Robots. ICANN (1) (2009)
Michiel D'Haene, Benjamin Schrauwen, Jan Van Campenhout, Dirk Stroobandt
Accelerating Event-Driven Simulation of Spiking Neurons with Multiple Synaptic Time Constants. Neural Comput. 21 (4) (2009)
Barbara Hammer, Benjamin Schrauwen, Jochen J. Steil
Recent advances in efficient learning of recurrent networks. ESANN (2009)
Xavier Dutoit, Benjamin Schrauwen, Hendrik Van Brussel
Non-markovian process modelling with Echo State Networks. ESANN (2009)
Eric A. Antonelo, Benjamin Schrauwen
Towards Autonomous Self-localization of Small Mobile Robots using Reservoir Computing and Slow Feature Analysis. SMC (2009)
Tim Waegeman, Eric A. Antonelo, Francis Wyffels, Benjamin Schrauwen
Modular reservoir computing networks for imitation learning of multiple robot behaviors. CIRA (2009)
David Verstraeten, Benjamin Schrauwen
On the Quantification of Dynamics in Reservoir Computing. ICANN (1) (2009)
Xavier Dutoit, Benjamin Schrauwen, Jan Van Campenhout, Dirk Stroobandt, Hendrik Van Brussel, Marnix Nuttin
Pruning and regularization in reservoir computing. Neurocomputing 72 (7-9) (2009)
Xavier Dutoit, Benjamin Schrauwen, Jan M. Van Campenhout, Dirk Stroobandt, Hendrik Van Brussel, Marnix Nuttin
Pruning and Regularisation in Reservoir Computing: a First Insight. ESANN (2008)
Kristof Vandoorne, Wouter Dierckx, Benjamin Schrauwen, David Verstraeten, Peter Bienstman, Roel Baets, Jan M. Van Campenhout
Photonic Reservoir Computing with Coupled Semiconductor Optical Amplifiers. OSC (2008)
Francis Wyffels, Benjamin Schrauwen, Dirk Stroobandt
Stable Output Feedback in Reservoir Computing Using Ridge Regression. ICANN (1) (2008)
Eric A. Antonelo, Benjamin Schrauwen, Dirk Stroobandt
Event detection and localization for small mobile robots using reservoir computing. Neural Networks 21 (6) (2008)
Eric A. Antonelo, Benjamin Schrauwen, Dirk Stroobandt
Imitation Learning of an Intelligent Navigation System for Mobile Robots Using Reservoir Computing. SBRN (2008)
Francis Wyffels, Benjamin Schrauwen, David Verstraeten, Dirk Stroobandt
Band-pass Reservoir Computing. IJCNN (2008)
Pieter Buteneers, Benjamin Schrauwen, David Verstraeten, Dirk Stroobandt
Real-Time Epileptic Seizure Detection on Intra-cranial Rat Data Using Reservoir Computing. ICONIP (1) (2008)
Benjamin Schrauwen, Marion Wardermann, David Verstraeten, Jochen J. Steil, Dirk Stroobandt
Improving reservoirs using intrinsic plasticity. Neurocomputing 71 (7-9) (2008)
Eric Aislan Antonelo, Benjamin Schrauwen, Dirk Stroobandt
Modeling multiple autonomous robot behaviors and behavior switching with a single reservoir computing network. SMC (2008)
Benjamin Schrauwen, Michiel D'Haene, David Verstraeten, Jan M. Van Campenhout
Compact hardware liquid state machines on FPGA for real-time speech recognition. Neural Networks 21 (2-3) (2008)
Eric A. Antonelo, Benjamin Schrauwen, Dirk Stroobandt
Mobile robot control in the road sign problem using Reservoir Computing networks. ICRA (2008)
Benjamin Schrauwen, Lars Buesing, Robert Legenstein
On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing. NIPS (2008)
Eric A. Antonelo, Benjamin Schrauwen, Jan M. Van Campenhout
Generative Modeling of Autonomous Robots and their Environments using Reservoir Computing. Neural Process. Lett. 26 (3) (2007)
Benjamin Schrauwen, David Verstraeten, Jan M. Van Campenhout
An overview of reservoir computing: theory, applications and implementations. ESANN (2007)
Benjamin Schrauwen, Jeroen Defour, David Verstraeten, Jan M. Van Campenhout
The Introduction of Time-Scales in Reservoir Computing, Applied to Isolated Digits Recognition. ICANN (1) (2007)
Benjamin Schrauwen, Jan Van Campenhout
Linking non-binned spike train kernels to several existing spike train metrics. Neurocomputing 70 (7-9) (2007)
Eric A. Antonelo, Benjamin Schrauwen, Xavier Dutoit, Dirk Stroobandt, Marnix Nuttin
Event Detection and Localization in Mobile Robot Navigation Using Reservoir Computing. ICANN (2) (2007)
David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt
Adapting reservoir states to get Gaussian distributions. ESANN (2007)
Bertrand Fontaine, Herbert Peremans, Benjamin Schrauwen
Bat echolocation modelling using spike kernels with Support Vector Regression. ESANN (2007)
Benjamin Schrauwen, Michiel D'Haene, David Verstraeten, Jan M. Van Campenhout
Compact hardware for real-time speech recognition using a Liquid State Machine. IJCNN (2007)
David Verstraeten, Benjamin Schrauwen, Michiel D'Haene, Dirk Stroobandt
An experimental unification of reservoir computing methods. Neural Networks 20 (3) (2007)
Benjamin Schrauwen, Jan M. Van Campenhout
Backpropagation for Population-Temporal Coded Spiking Neural Networks. IJCNN (2006)
Michiel D'Haene, Benjamin Schrauwen, Dirk Stroobandt
Accelerating Event Based Simulation for Multi-synapse Spiking Neural Networks. ICANN (1) (2006)
David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt
Reservoir-based techniques for speech recognition. IJCNN (2006)
Benjamin Schrauwen, Jan M. Van Campenhout
Linking non-binned spike train kernels to several existing spike train metrics. ESANN (2006)
Benjamin Schrauwen, Jan M. Van Campenhout
Parallel hardware implementation of a broad class of spiking neurons using serial arithmetic. ESANN (2006)
Hendrik Eeckhaut, Harald Devos, Benjamin Schrauwen, Mark Christiaens, Dirk Stroobandt
A Hardware-Friendly Wavelet Entropy Codec for Scalable Video. DATE (2005)
David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt
Isolated word recognition using a Liquid State Machine. ESANN (2005)

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Publication Activity (10 Years)

Top Topics

Top Venues

Benjamin Schrauwen