Researcher
Joni Dambre
- Disciplines:Machine learning and decision making, Signal processing, Digital integrated circuits, Data visualisation and imaging, Signal processing not elsewhere classified, Analogue and digital signal processing, Embedded and real-time systems, Neuromorphic computing, Artificial intelligence, Pattern recognition and neural networks
Affiliations
- Department of Electronics and information systems (Department)
Member
From1 Sep 1996 → Today
Projects
1 - 10 of 29
- Impact of local topology and local adaptation on network behaviourFrom1 Feb 2024 → TodayFunding: BOF - doctoral mandates
- Sign Language Translation Mobile Application and Open Communications FrameworkFrom1 Jan 2021 → 31 Dec 2023Funding: H2020-EU.2.1.-INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies (LEIT)
- Using artificial intelligence to facilitate communication between deaf and hearing peopleFrom1 Nov 2020 → TodayFunding: FWO Strategic Basic Research Grant
- Advanced simulation, analysis and interpretation of network structures in biological dataFrom1 Sep 2020 → TodayFunding: H2020-EU.1.3.- EXCELLEN SCIENCE - Marie Skłodowska-Curie actions
- Digital innovation for man and societyFrom1 Jan 2020 → TodayFunding: BOF - research organisations
- Brain-inspired technologies for intelligent navigation and mobilityFrom1 Dec 2019 → TodayFunding: H2020-EU.1.3.- EXCELLEN SCIENCE - Marie Skłodowska-Curie actions
- Wavelength Division Multiplexing in Photonic Reservoir ComputingFrom1 Nov 2019 → 31 Oct 2023Funding: FWO Strategic Basic Research Grant
- From more to less: getting the best out of deep learning with constrained resources.From1 Nov 2019 → 31 Oct 2023Funding: FWO Strategic Basic Research Grant
- Human Brain Project Specific Grant Agreement 2From1 Apr 2018 → 31 Mar 2020Funding: H2020-EU.1.2.- EXCELLENT SCIENCE - Future and Emerging Technologies (FET)
- Robotic manipulation of deformable objects using deep
reinforcement learning for increased automation in the textile
industryFrom1 Jan 2018 → 31 Dec 2021Funding: FWO Strategic Basic Research Grant
Publications
131 - 140 of 156
- Artificial intelligence at light speed: toward optoelectronic reservoir computing
Authors: Yvan Paquot, Francois Duport, Joni Dambre, Benjamin Schrauwen, Marc Haelterman, Serge Massar
Pages: 15 - 22 - Optimized parameter search for large datasets of the regularization parameter and feature selection for ridge regression
Authors: Pieter Buteneers, Ken Caluwaerts, David Verstraeten, Joni Dambre, Benjamin Schrauwen
Pages: 403 - 416 - Dual Rectified Linear Units (DReLUs) : a replacement for tanh activation functions in quasi-recurrent neural networks
Authors: Fréderic Godin, Jonas Degrave, Joni Dambre, Wesley De Neve
Pages: 8 - 14 - Classification of aortic valve morphology using a three-dimensional convolutional neural network
Authors: Cameron Dowling, Patricio Astudillo, Stephen Brecker, Matthieu De Beule, Peter Mortier, Joni Dambre
Number of pages: 1 - Towards safe and efficient pre-operative planning of transcatheter mitral valve interventions
Authors: Patricio Astudillo, Matthieu De Beule, Joni Dambre, Peter Mortier
Pages: 139 - 147 - Towards automated TAVI device size selection using artificial intelligence
Authors: Patricio Astudillo, Peter Mortier, Matthieu De Beule, Johan Bosmans, Ole De Backer, Peter de Jaegere, Joni Dambre
Number of pages: 1 - Automated diagnosis of temporal lobe epilepsy in the absence of interictal spikes
Authors: Thibault Verhoeven, Ana Coito, Gijs Plomp, Aljoscha Thomschewski, Francesca Pittau, Eugen Trinka, Roland Wiest, Karl Schaller, Christoph Michel, Margitta Seeck, et al.
Pages: 10 - 15 - Optoelectronic systems trained with backpropagation through time
Authors: Michiel Hermans, Joni Dambre, Peter Bienstman
Pages: 1545 - 1550 - Reservoir computing with signal-mixing cavities
Authors: Floris Laporte, Joni Dambre, Peter Bienstman
Pages: 1 - 4 - Photonic reservoir computing: a new approach to optical information processing
Authors: Kristof Vandoorne, Martin Fiers, David Verstraeten, Benjamin Schrauwen, Joni Dambre, Peter Bienstman
Number of pages: 1
Patents
1 - 6 of 6
- Multimode reservoir (Inventor)
- Reservoir computing using passive physical systems (Inventor)
- Training of photonic reservoir computing systems (Inventor)
- Holographic device and object sorting system (Inventor)
- Holographic device and object sorting system (Inventor)
- Multimode reservoir (Inventor)