Publications of david verstraeten

Journal papers

1. Kristof Vandoorne, Wouter Dierckx, Benjamin Schrauwen, David Verstraeten, Roel Baets, Peter Bienstman and Jan Van Campenhout Toward optical signal processing using Photonic Reservoir Computing Optics Express, Vol. 16(15), pp. 11182-11192 (2008)
2. Benjamin Schrauwen, Michiel D`Haene, David Verstraeten and Dirk Stroobandt Compact hardware Liquid State Machines on FPGA for real-time speech recognition Neural Networks(21), pp. 511-523 (2008)
3. Benjamin Schrauwen, Marion Wardermann, David Verstraeten, Jochen J. Steil and Dirk Stroobandt Improving reservoirs using intrinsic plasticity Neurocomputing(71), pp. 1159-1171 (2008)
4. David Verstraeten, Benjamin Schrauwen, Michiel D`Haene and Dirk Stroobandt An experimental unification of reservoir computing methods Neural Networks, Vol. 20(3), pp. 391-403 (2007)
5. David Verstraeten, Benjamin Schrauwen, Dirk Stroobandt and Jan Van Campenhout Isolated word recognition with the Liquid State Machine: a case study Information Processing Letters, Vol. 95(6), pp. 521-528 (2005)

Conference publications

1. Pieter Buteneers, Benjamin Schrauwen, David Verstraeten and Dirk Stroobandt Real-time epileptic seizure detection on intra-cranial rat data using reservoir computing LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5506, pp. 56-63 (2009)
2. David Verstraeten and Benjamin Schrauwen On the quantification of dynamics in Reservoir Computing LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5768, pp. 985-994 (2009)
3. Kristof Vandoorne, Wouter Dierckx, Benjamin Schrauwen, David Verstraeten, Peter Bienstman, Roel Baets and Jan Van Campenhout Photonic reservoir computing with coupled semiconductor optical amplifiers LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5172, pp. 46-55 (2008)
4. Pieter Buteneers, Benjamin Schrauwen, David Verstraeten and Dirk Stroobandt Epileptic seizure detection using Reservoir Computing Proceedings of the 19th Annual Workshop on Circuits, Systems and Signal Processing, pp. 1-4 (CD-ROM) (2008)
5. David Verstraeten, Samuel Xavier-de-Souza, Benjamin Schrauwen, Johan Suykens, Dirk Stroobandt and Joos Vandewalle Pattern classification with CNNs as reservoirs Proceedings of the International Symposium on Nonlinear Theory and its Applications (NOLTA), pp. (2008)
6. Francis wyffels, Benjamin Schrauwen, David Verstraeten and Dirk Stroobandt Band-pass reservoir computing Proceedings of the International Joint Conference on Neural Networks, pp. 3203-3208 (2008)
7. Benjamin Schrauwen, David Verstraeten and Jan Van Campenhout An overview of reservoir computing: theory, applications and implementations Proceedings of the 15th European Symposium on Artificial Neural Networks, pp. 471-482 (2007)
8. David Verstraeten, Benjamin Schrauwen and Jan Van Campenhout Adapting reservoirs to get Gaussian distributions Proceedings of the 15th European Symposium on Artificial Neural Networks, pp. 495-500 (2007)
9. Benjamin Schrauwen, Michiel D`Haene, David Verstraeten and Jan Van Campenhout Compact hardware for real-time speech recognition using a Liquid State Machine Proceedings of the 20th International Joint Conference on Neural Networks, pp. on CD (2007)
10. Benjamin Schrauwen, Jeroen Defour, David Verstraeten and Jan Van Campenhout The Introduction of Time-Scales in Reservoir Computing, Applied to Isolated Digits Recognition Proceedings of the International Conference on Artificial Neural Networks, Vol. 1(4668), pp. 471-479 (2007)
11. David Verstraeten, Benjamin Schrauwen and Dirk Stroobandt Reservoir-based techniques for speech recognition Proceedings of the International Joint Conference on Neural Networks (IJCNN), pp. On CD (2006)
12. David Verstraeten, Benjamin Schrauwen, Michiel D`Haene and Dirk Stroobandt Reservoir Computing and its digital hardware implementations Proceedings of the Annual Machine Learning Conference of Belgium and The Netherlands (Benelearn), pp. 171-172 (2006)
13. David Verstraeten, Benjamin Schrauwen, Michiel D`Haene and Dirk Stroobandt The unified Reservoir Computing concept and its digital hardware implementations Proceedings of the 2006 EPFL LATSIS Symposium, pp. 139-140 (2006)
14. David Verstraeten, Benjamin Schrauwen and Dirk Stroobandt Reservoir Computing with Stochastic Bitstream Neurons Proceedings of the 16th Annual ProRISC Workshop, pp. 454-459 (2005)
15. David Verstraeten Stochastic Bitstream-based Reservoir Computing with Feedback Fifth FirW PhD Symposium, pp. On CD (2005)
16. David Verstraeten, Benjamin Schrauwen and Dirk Stroobandt Isolated word recognition using a Liquid State Machine Proceedings of the 13th European Symposium on Artificial Neural Networks (ESANN), pp. 435-440 (2005)
17. David Verstraeten, Benjamin Schrauwen and Jan Van Campenhout Recognition of Isolated Digits using a Liquid State Machine Proceedings of SPS-DARTS 2005, pp. 135-138 (2005)

Other publications

1. David Verstraeten Reservoir Computing : computation with dynamical systems pp. XXII, 178 (2009)
2. David Verstraeten An experimental comparison of reservoir computing methods Invited talk at NIPS 2007 Workshop on Liquid State Machines and Echo State Networks, pp. (2006)
3. David Verstraeten Speech recognition using reservoir computing Invited talk : Paris workshop on New Ideas in Hearing, pp. (2006)
4. D. Verstraeten Een studie van de vloeibare toestandsmachine: een woordherkenner Afstudeerwerk FTW, UGent, pp. (2004)