Benjamin Schrauwen

103 papers A* 2A 2B 23C 2Misc 1Journal 41Unranked 32

Year	Rank	Type	Title / Venue / Authors
2018	J	`jnl`	Oncilla Robot: A Versatile Open-Source Quadruped Research Robot With Compliant Pantograph Legs. Frontiers Robotics AI 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
2018	J	`jnl`	Oncilla robot: a versatile open-source quadruped research robot with compliant pantograph legs. CoRR 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
2015	J	`jnl`	Memristor Models for Machine Learning. Neural Comput. Juan Pablo Carbajal, Joni Dambre, Michiel Hermans, Benjamin Schrauwen
2015	J	`jnl`	On Learning Navigation Behaviors for Small Mobile Robots With Reservoir Computing Architectures. IEEE Trans. Neural Networks Learn. Syst. Eric Aislan Antonelo, Benjamin Schrauwen
2014	J	`jnl`	Defect Detection in Reinforced Concrete Using Random Neural Architectures. Comput. Aided Civ. Infrastructure Eng. John B. Butcher, C. R. Day, J. C. Austin, Peter Haycock, David Verstraeten, Benjamin Schrauwen
2014	Misc	`conf`	End-to-end learning for music audio. ICASSP Sander Dieleman, Benjamin Schrauwen
2014	—	`conf`	Factoring Variations in Natural Images with Deep Gaussian Mixture Models. NIPS Aäron van den Oord, Benjamin Schrauwen
2014	J	`jnl`	Frequency modulation of large oscillatory neural networks. Biol. Cybern. Francis Wyffels, Jiwen Li, Tim Waegeman, Benjamin Schrauwen, Herbert Jaeger
2014	J	`jnl`	Memristor models for machine learning. CoRR Juan Pablo Carbajal, Joni Dambre, Michiel Hermans, Benjamin Schrauwen
2014	J	`jnl`	Nanophotonic Reservoir Computing With Photonic Crystal Cavities to Generate Periodic Patterns. IEEE Trans. Neural Networks Learn. Syst. Martin Andre Agnes Fiers, Thomas Van Vaerenbergh, Francis Wyffels, David Verstraeten, Benjamin Schrauwen, Joni Dambre, Peter Bienstman
2014	—	`conf`	Sign Language Recognition Using Convolutional Neural Networks. ECCV Workshops (1) Lionel Pigou, Sander Dieleman, Pieter-Jan Kindermans, Benjamin Schrauwen
2014	J	`jnl`	The student-t mixture as a natural image patch prior with application to image compression. J. Mach. Learn. Res. Aäron van den Oord, Benjamin Schrauwen
2014	J	`jnl`	Toward Unified Hybrid Simulation Techniques for Spiking Neural Networks. Neural Comput. Michiel D'Haene, Michiel Hermans, Benjamin Schrauwen
2014	—	`conf`	Transfer Learning by Supervised Pre-training for Audio-based Music Classification. ISMIR Aäron van den Oord, Sander Dieleman, Benjamin Schrauwen
2013	J	`jnl`	A Unified Probabilistic Approach to Improve Spelling in an Event-Related Potential-Based Brain-Computer Interface. IEEE Trans. Biomed. Eng. Pieter-Jan Kindermans, Hannes Verschore, Benjamin Schrauwen
2013	A	`conf`	Bidirectional truncated recurrent neural networks for efficient speech denoising. INTERSPEECH Philemon Brakel, Dirk Stroobandt, Benjamin Schrauwen
2013	—	`conf`	Comparing trotting and turning strategies on the quadrupedal oncilla robot. ROBIO Jonas Degrave, Michael Burm, Tim Waegeman, Francis Wyffels, Benjamin Schrauwen
2013	—	`conf`	Content feature based bit rate modelling for scalable video coding using machine learning algorithms. ICME Workshops Robin Bailleul, Jan De Cock, Peter Lambert, Rik Van de Walle, Benjamin Schrauwen
2013	—	`conf`	Deep content-based music recommendation. NIPS Aäron van den Oord, Sander Dieleman, Benjamin Schrauwen
2013	J	`jnl`	Event management for large scale event-driven digital hardware spiking neural networks CoRR Louis-Charles Caron, Michiel D'Haene, Frédéric Mailhot, Benjamin Schrauwen, Jean Rouat
2013	J	`jnl`	Event management for large scale event-driven digital hardware spiking neural networks. Neural Networks Louis-Charles Caron, Michiel D'Haene, Frédéric Mailhot, Benjamin Schrauwen, Jean Rouat
2013	J	`jnl`	Locomotion Without a Brain: Physical Reservoir Computing in Tensegrity Structures. Artif. Life Ken Caluwaerts, Michiel D'Haene, David Verstraeten, Benjamin Schrauwen
2013	J	`jnl`	MACOP modular architecture with control primitives. Frontiers Comput. Neurosci. Tim Waegeman, Michiel Hermans, Benjamin Schrauwen
2013	—	`conf`	Multiscale Approaches To Music Audio Feature Learning. ISMIR Sander Dieleman, Benjamin Schrauwen
2013	J	`jnl`	Optimized Parameter Search for Large Datasets of the Regularization Parameter and Feature Selection for Ridge Regression. Neural Process. Lett. Pieter Buteneers, Ken Caluwaerts, Joni Dambre, David Verstraeten, Benjamin Schrauwen
2013	C	`conf`	Recent advances in optical Reservoir Computing. ISCAS François Duport, Anteo Smerieri, Yvan Paquot, Bendix Schneider, Joni Dambre, Benjamin Schrauwen, Marc Haelterman, Serge Massar
2013	J	`jnl`	Reservoir computing and extreme learning machines for non-linear time-series data analysis. Neural Networks John B. Butcher, David Verstraeten, Benjamin Schrauwen, Charles Day, Peter Haycock
2013	—	`conf`	Terrain Classification for a Quadruped Robot. ICMLA (1) Jonas Degrave, Robin Van Cauwenbergh, Francis Wyffels, Tim Waegeman, Benjamin Schrauwen
2013	B	`conf`	The spectral radius remains a valid indicator of the Echo state property for large reservoirs. IJCNN Ken Caluwaerts, Francis Wyffels, Sander Dieleman, Benjamin Schrauwen
2013	J	`jnl`	Time series classification for the prediction of dialysis in critically ill patients using echo statenetworks. Eng. Appl. Artif. Intell. Femke Ongenae, Stijn Van Looy, David Verstraeten, Thierry Verplancke, Dominique Benoit, Filip De Turck, Tom Dhaene, Benjamin Schrauwen, Johan Decruyenaere
2013	—	`conf`	Training and Analysing Deep Recurrent Neural Networks. NIPS Michiel Hermans, Benjamin Schrauwen
2013	J	`jnl`	Training energy-based models for time-series imputation. J. Mach. Learn. Res. Philemon Brakel, Dirk Stroobandt, Benjamin Schrauwen
2013	—	`conf`	Using topic models for Twitter hashtag recommendation. WWW (Companion Volume) Fréderic Godin, Viktor Slavkovikj, Wesley De Neve, Benjamin Schrauwen, Rik Van de Walle
2012	—	`conf`	A P300 BCI for the Masses: Prior Information Enables Instant Unsupervised Spelling. NIPS Pieter-Jan Kindermans, Hannes Verschore, David Verstraeten, Benjamin Schrauwen
2012	B	`conf`	A discrete/rhythmic pattern generating RNN. ESANN Tim Waegeman, Francis Wyffels, Benjamin Schrauwen
2012	J	`jnl`	Analog readout for optical reservoir computers CoRR Anteo Smerieri, François Duport, Yvan Paquot, Benjamin Schrauwen, Marc Haelterman, Serge Massar
2012	—	`conf`	Analog readout for optical reservoir computers. NIPS Anteo Smerieri, François Duport, Yvan Paquot, Benjamin Schrauwen, Marc Haelterman, Serge Massar
2012	—	`conf`	Dynamic Stopping Improves the Speed and Accuracy of a P300 Speller. ICANN (1) Hannes Verschore, Pieter-Jan Kindermans, David Verstraeten, Benjamin Schrauwen
2012	—	`conf`	Effects of Architecture Choices on Sparse Coding in Speech Recognition. ICANN (1) Fionntán O'Donnell, Fabian Triefenbach, Jean-Pierre Martens, Benjamin Schrauwen
2012	—	`conf`	Energy-Based Temporal Neural Networks for Imputing Missing Values. ICONIP (2) Philemon Brakel, Benjamin Schrauwen
2012	J	`jnl`	Feedback Control by Online Learning an Inverse Model. IEEE Trans. Neural Networks Learn. Syst. Tim Waegeman, Francis Wyffels, Benjamin Schrauwen
2012	—	`conf`	Infinite Sparse Threshold Unit Networks. ICANN (1) Michiel Hermans, Benjamin Schrauwen
2012	J	`jnl`	Learning slow features with reservoir computing for biologically-inspired robot localization. Neural Networks Eric A. Antonelo, Benjamin Schrauwen
2012	J	`jnl`	Oger: modular learning architectures for large-scale sequential processing. J. Mach. Learn. Res. David Verstraeten, Benjamin Schrauwen, Sander Dieleman, Philemon Brakel, Pieter Buteneers, Dejan Pecevski
2012	J	`jnl`	Recurrent Kernel Machines: Computing with Infinite Echo State Networks. Neural Comput. Michiel Hermans, Benjamin Schrauwen
2012	J	`jnl`	Reservoir Computing Trends. Künstliche Intell. Mantas Lukosevicius, Herbert Jaeger, Benjamin Schrauwen
2012	—	`conf`	Towards a Neural Hierarchy of Time Scales for Motor Control. SAB Tim Waegeman, Francis Wyffels, Benjamin Schrauwen
2012	—	`conf`	Training Restricted Boltzmann Machines with Multi-tempering: Harnessing Parallelization. ICANN (2) Philemon Brakel, Sander Dieleman, Benjamin Schrauwen
2011	—	`conf`	Audio-based Music Classification with a Pretrained Convolutional Network. ISMIR Sander Dieleman, Philemon Brakel, Benjamin Schrauwen
2011	J	`jnl`	Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing. Artif. Intell. Medicine Pieter Buteneers, David Verstraeten, Pieter van Mierlo, Tine Wyckhuys, Dirk Stroobandt, Robrecht Raedt, Hans Hallez, Benjamin Schrauwen
2011	J	`jnl`	Optoelectronic Reservoir Computing CoRR Yvan Paquot, François Duport, Anteo Smerieri, Joni Dambre, Benjamin Schrauwen, Marc Haelterman, Serge Massar
2011	J	`jnl`	Parallel Reservoir Computing Using Optical Amplifiers. IEEE Trans. Neural Networks Kristof Vandoorne, Joni Dambre, David Verstraeten, Benjamin Schrauwen, Peter Bienstman
2011	—	`conf`	Towards Learning Inverse Kinematics with a Neural Network Based Tracking Controller. ICONIP (3) Tim Waegeman, Benjamin Schrauwen
2010	J	`jnl`	A comparative study of Reservoir Computing strategies for monthly time series prediction. Neurocomputing Francis Wyffels, Benjamin Schrauwen
2010	J	`jnl`	Connectivity, Dynamics, and Memory in Reservoir Computing with Binary and Analog Neurons. Neural Comput. Lars Büsing, Benjamin Schrauwen, Robert Legenstein
2010	B	`conf`	Extending reservoir computing with random static projections: a hybrid between extreme learning and RC. ESANN John B. Butcher, David Verstraeten, Benjamin Schrauwen, Charles Day, Peter Haycock
2010	J	`jnl`	Fast and Exact Simulation Methods Applied on a Broad Range of Neuron Models. Neural Comput. Michiel D'Haene, Benjamin Schrauwen
2010	B	`conf`	Machine Learning Techniques based on Random Projections. ESANN Yoan Miche, Benjamin Schrauwen, Amaury Lendasse
2010	J	`jnl`	Memory in linear recurrent neural networks in continuous time. Neural Networks Michiel Hermans, Benjamin Schrauwen
2010	B	`conf`	Memory in reservoirs for high dimensional input. IJCNN Michiel Hermans, Benjamin Schrauwen
2010	B	`conf`	Memory versus non-linearity in reservoirs. IJCNN David Verstraeten, Joni Dambre, Xavier Dutoit, Benjamin Schrauwen
2010	C	`conf`	One step Backpropagation Through Time for learning input mapping in reservoir computing applied to speech recognition. ISCAS Michiel Hermans, Benjamin Schrauwen
2010	—	`conf`	Phoneme Recognition with Large Hierarchical Reservoirs. NIPS Fabian Triefenbach, Azarakhsh Jalalvand, Benjamin Schrauwen, Jean-Pierre Martens
2010	A*	`conf`	Supervised learning of internal models for autonomous goal-oriented robot navigation using Reservoir Computing. ICRA Eric A. Antonelo, Benjamin Schrauwen
2009	J	`jnl`	Accelerating Event-Driven Simulation of Spiking Neurons with Multiple Synaptic Time Constants. Neural Comput. Michiel D'Haene, Benjamin Schrauwen, Jan Van Campenhout, Dirk Stroobandt
2009	—	`conf`	Modular reservoir computing networks for imitation learning of multiple robot behaviors. CIRA Tim Waegeman, Eric A. Antonelo, Francis Wyffels, Benjamin Schrauwen
2009	B	`conf`	Non-markovian process modelling with Echo State Networks. ESANN Xavier Dutoit, Benjamin Schrauwen, Hendrik Van Brussel
2009	—	`conf`	On the Quantification of Dynamics in Reservoir Computing. ICANN (1) David Verstraeten, Benjamin Schrauwen
2009	J	`jnl`	Pruning and regularization in reservoir computing. Neurocomputing Xavier Dutoit, Benjamin Schrauwen, Jan Van Campenhout, Dirk Stroobandt, Hendrik Van Brussel, Marnix Nuttin
2009	B	`conf`	Recent advances in efficient learning of recurrent networks. ESANN Barbara Hammer, Benjamin Schrauwen, Jochen J. Steil
2009	B	`conf`	Towards Autonomous Self-localization of Small Mobile Robots using Reservoir Computing and Slow Feature Analysis. SMC Eric A. Antonelo, Benjamin Schrauwen
2009	—	`conf`	Unsupervised Learning in Reservoir Computing: Modeling Hippocampal Place Cells for Small Mobile Robots. ICANN (1) Eric A. Antonelo, Benjamin Schrauwen
2008	B	`conf`	Band-pass Reservoir Computing. IJCNN Francis Wyffels, Benjamin Schrauwen, David Verstraeten, Dirk Stroobandt
2008	J	`jnl`	Compact hardware liquid state machines on FPGA for real-time speech recognition. Neural Networks Benjamin Schrauwen, Michiel D'Haene, David Verstraeten, Jan M. Van Campenhout
2008	J	`jnl`	Event detection and localization for small mobile robots using reservoir computing. Neural Networks Eric A. Antonelo, Benjamin Schrauwen, Dirk Stroobandt
2008	—	`conf`	Imitation Learning of an Intelligent Navigation System for Mobile Robots Using Reservoir Computing. SBRN Eric A. Antonelo, Benjamin Schrauwen, Dirk Stroobandt
2008	J	`jnl`	Improving reservoirs using intrinsic plasticity. Neurocomputing Benjamin Schrauwen, Marion Wardermann, David Verstraeten, Jochen J. Steil, Dirk Stroobandt
2008	A*	`conf`	Mobile robot control in the road sign problem using Reservoir Computing networks. ICRA Eric A. Antonelo, Benjamin Schrauwen, Dirk Stroobandt
2008	B	`conf`	Modeling multiple autonomous robot behaviors and behavior switching with a single reservoir computing network. SMC Eric Aislan Antonelo, Benjamin Schrauwen, Dirk Stroobandt
2008	—	`conf`	On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing. NIPS Benjamin Schrauwen, Lars Buesing, Robert Legenstein
2008	—	`conf`	Photonic Reservoir Computing with Coupled Semiconductor Optical Amplifiers. OSC Kristof Vandoorne, Wouter Dierckx, Benjamin Schrauwen, David Verstraeten, Peter Bienstman, Roel Baets, Jan M. Van Campenhout
2008	B	`conf`	Pruning and Regularisation in Reservoir Computing: a First Insight. ESANN Xavier Dutoit, Benjamin Schrauwen, Jan M. Van Campenhout, Dirk Stroobandt, Hendrik Van Brussel, Marnix Nuttin
2008	—	`conf`	Real-Time Epileptic Seizure Detection on Intra-cranial Rat Data Using Reservoir Computing. ICONIP (1) Pieter Buteneers, Benjamin Schrauwen, David Verstraeten, Dirk Stroobandt
2008	—	`conf`	Stable Output Feedback in Reservoir Computing Using Ridge Regression. ICANN (1) Francis Wyffels, Benjamin Schrauwen, Dirk Stroobandt
2007	B	`conf`	Adapting reservoir states to get Gaussian distributions. ESANN David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt
2007	J	`jnl`	An experimental unification of reservoir computing methods. Neural Networks David Verstraeten, Benjamin Schrauwen, Michiel D'Haene, Dirk Stroobandt
2007	B	`conf`	An overview of reservoir computing: theory, applications and implementations. ESANN Benjamin Schrauwen, David Verstraeten, Jan M. Van Campenhout
2007	B	`conf`	Bat echolocation modelling using spike kernels with Support Vector Regression. ESANN Bertrand Fontaine, Herbert Peremans, Benjamin Schrauwen
2007	B	`conf`	Compact hardware for real-time speech recognition using a Liquid State Machine. IJCNN Benjamin Schrauwen, Michiel D'Haene, David Verstraeten, Jan M. Van Campenhout
2007	—	`conf`	Event Detection and Localization in Mobile Robot Navigation Using Reservoir Computing. ICANN (2) Eric A. Antonelo, Benjamin Schrauwen, Xavier Dutoit, Dirk Stroobandt, Marnix Nuttin
2007	J	`jnl`	Generative Modeling of Autonomous Robots and their Environments using Reservoir Computing. Neural Process. Lett. Eric A. Antonelo, Benjamin Schrauwen, Jan M. Van Campenhout
2007	J	`jnl`	Linking non-binned spike train kernels to several existing spike train metrics. Neurocomputing Benjamin Schrauwen, Jan Van Campenhout
2007	—	`conf`	The Introduction of Time-Scales in Reservoir Computing, Applied to Isolated Digits Recognition. ICANN (1) Benjamin Schrauwen, Jeroen Defour, David Verstraeten, Jan M. Van Campenhout
2006	—	`conf`	Accelerating Event Based Simulation for Multi-synapse Spiking Neural Networks. ICANN (1) Michiel D'Haene, Benjamin Schrauwen, Dirk Stroobandt
2006	B	`conf`	Backpropagation for Population-Temporal Coded Spiking Neural Networks. IJCNN Benjamin Schrauwen, Jan M. Van Campenhout
2006	B	`conf`	Linking non-binned spike train kernels to several existing spike train metrics. ESANN Benjamin Schrauwen, Jan M. Van Campenhout
2006	B	`conf`	Parallel hardware implementation of a broad class of spiking neurons using serial arithmetic. ESANN Benjamin Schrauwen, Jan M. Van Campenhout
2006	B	`conf`	Reservoir-based techniques for speech recognition. IJCNN David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt
2005	A	`conf`	A Hardware-Friendly Wavelet Entropy Codec for Scalable Video. DATE Hendrik Eeckhaut, Harald Devos, Benjamin Schrauwen, Mark Christiaens, Dirk Stroobandt
2005	B	`conf`	Isolated word recognition using a Liquid State Machine. ESANN David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt
2005	J	`jnl`	Isolated word recognition with the Inf. Process. Lett. David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt, Jan Van Campenhout
2004	B	`conf`	Extending SpikeProp. IJCNN Benjamin Schrauwen, Jan Van Campenhout
2003	B	`conf`	BSA, a fast and accurate spike train encoding scheme. IJCNN Benjamin Schrauwen, Jan Van Campenhout