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David Verstraeten
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2010 – 2019
- 2014
- [j13]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): 191-207 (2014) - [j12]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): 344-355 (2014) - 2013
- [j11]Ken Caluwaerts, Michiel D'Haene, David Verstraeten, Benjamin Schrauwen:
Locomotion Without a Brain: Physical Reservoir Computing in Tensegrity Structures. Artif. Life 19(1): 35-66 (2013) - [j10]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): 984-996 (2013) - [j9]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: 76-89 (2013) - [j8]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): 403-416 (2013) - 2012
- [j7]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: 2995-2998 (2012) - [c15]Hannes Verschore, Pieter-Jan Kindermans, David Verstraeten, Benjamin Schrauwen:
Dynamic Stopping Improves the Speed and Accuracy of a P300 Speller. ICANN (1) 2012: 661-668 - [c14]Pieter-Jan Kindermans, Hannes Verschore, David Verstraeten, Benjamin Schrauwen:
A P300 BCI for the Masses: Prior Information Enables Instant Unsupervised Spelling. NIPS 2012: 719-727 - 2011
- [j6]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): 215-223 (2011) - [j5]Kristof Vandoorne, Joni Dambre, David Verstraeten, Benjamin Schrauwen, Peter Bienstman:
Parallel Reservoir Computing Using Optical Amplifiers. IEEE Trans. Neural Networks 22(9): 1469-1481 (2011) - [c13]Azarakhsh Jalalvand, Fabian Triefenbach, David Verstraeten, Jean-Pierre Martens:
Connected Digit Recognition by Means of Reservoir Computing. INTERSPEECH 2011: 1725-1728 - 2010
- [c12]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 - [c11]David Verstraeten, Joni Dambre, Xavier Dutoit, Benjamin Schrauwen:
Memory versus non-linearity in reservoirs. IJCNN 2010: 1-8
2000 – 2009
- 2009
- [c10]David Verstraeten, Benjamin Schrauwen:
On the Quantification of Dynamics in Reservoir Computing. ICANN (1) 2009: 985-994 - 2008
- [j4]Benjamin Schrauwen, Marion Wardermann, David Verstraeten, Jochen J. Steil, Dirk Stroobandt:
Improving reservoirs using intrinsic plasticity. Neurocomputing 71(7-9): 1159-1171 (2008) - [j3]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): 511-523 (2008) - [c9]Pieter Buteneers, Benjamin Schrauwen, David Verstraeten, Dirk Stroobandt:
Real-Time Epileptic Seizure Detection on Intra-cranial Rat Data Using Reservoir Computing. ICONIP (1) 2008: 56-63 - [c8]Francis Wyffels, Benjamin Schrauwen, David Verstraeten, Dirk Stroobandt:
Band-pass Reservoir Computing. IJCNN 2008: 3204-3209 - [c7]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: 46-55 - 2007
- [j2]David Verstraeten, Benjamin Schrauwen, Michiel D'Haene, Dirk Stroobandt:
An experimental unification of reservoir computing methods. Neural Networks 20(3): 391-403 (2007) - [c6]Benjamin Schrauwen, David Verstraeten, Jan M. Van Campenhout:
An overview of reservoir computing: theory, applications and implementations. ESANN 2007: 471-482 - [c5]David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt:
Adapting reservoir states to get Gaussian distributions. ESANN 2007: 495-500 - [c4]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: 471-479 - [c3]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: 1097-1102 - 2006
- [c2]David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt:
Reservoir-based techniques for speech recognition. IJCNN 2006: 1050-1053 - 2005
- [j1]David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt, Jan Van Campenhout:
Isolated word recognition with the Liquid State Machine: a case study. Inf. Process. Lett. 95(6): 521-528 (2005) - [c1]David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt:
Isolated word recognition using a Liquid State Machine. ESANN 2005: 435-440
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