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Vincent Canals
Vincent Canals
Associate Professor,Industrial Eng. Dept. , University of Balearic Islands
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A new stochastic computing methodology for efficient neural network implementation
V Canals, A Morro, A Oliver, ML Alomar, JL Rosselló
IEEE transactions on neural networks and learning systems 27 (3), 551-564, 2015
1352015
FPGA-based stochastic echo state networks for time-series forecasting
ML Alomar, V Canals, N Perez-Mora, V Martínez-Moll, JL Rosselló
Computational intelligence and neuroscience 2016, 15-15, 2016
642016
A stochastic spiking neural network for virtual screening
A Morro, V Canals, A Oliver, ML Alomar, F Galán-Prado, PJ Ballester, ...
IEEE transactions on neural networks and learning systems 29 (4), 1371-1375, 2017
582017
Hardware implementation of stochastic spiking neural networks
JL Rossello, V Canals, A Morro, A Oliver
International journal of neural systems 22 (04), 1250014, 2012
442012
Digital implementation of a single dynamical node reservoir computer
ML Alomar, MC Soriano, M Escalona-Morán, V Canals, I Fischer, ...
IEEE Transactions on Circuits and Systems II: Express Briefs 62 (10), 977-981, 2015
432015
Ultra-fast data-mining hardware architecture based on stochastic computing
A Morro, V Canals, A Oliver, ML Alomar, JL Rossello
PloS one 10 (5), e0124176, 2015
372015
Chaos-based mixed signal implementation of spiking neurons
JL Rossello, V Canals, A Morro, J Verd
International Journal of Neural Systems 19 (06), 465-471, 2009
362009
Hardware implementation of stochastic-based neural networks
JL Rosselló, V Canals, A Morro
The 2010 International Joint Conference on Neural Networks (IJCNN), 1-4, 2010
312010
Low-cost hardware implementation of reservoir computers
ML Alomar, V Canals, V Martínez-Moll, JL Rosselló
2014 24th International Workshop on Power and Timing Modeling, Optimization …, 2014
302014
High-density liquid-state machine circuitry for time-series forecasting
JL Rosselló, ML Alomar, A Morro, A Oliver, V Canals
International Journal of Neural Systems 26 (05), 1550036, 2016
282016
Probabilistic-based neural network implementation
JL Rosselló, V Canals, A Morro
The 2012 International Joint Conference on Neural Networks (IJCNN), 1-7, 2012
272012
Climate change and its impacts in the Balearic Islands: a guide for policy design in Mediterranean regions
C Torres, G Jordà, P de Vílchez, R Vaquer-Sunyer, J Rita, V Canals, ...
Regional Environmental Change 21 (4), 107, 2021
262021
A simple CMOS chaotic integrated circuit
JL Rosselló, V Canals, I De Paul, S Bota, A Morro
IEICE Electronics Express 5 (24), 1042-1048, 2008
262008
Efficient parallel implementation of reservoir computing systems
ML Alomar, ES Skibinsky-Gitlin, CF Frasser, V Canals, E Isern, M Roca, ...
Neural Computing and Applications 32, 2299-2313, 2020
242020
Stochastic-based pattern-recognition analysis
V Canals, A Morro, JL Rosselló
Pattern recognition letters 31 (15), 2353-2356, 2010
192010
Stochastic hardware implementation of liquid state machines
ML Alomar, V Canals, A Morro, A Oliver, JL Rossello
2016 International Joint Conference on Neural Networks (IJCNN), 1128-1133, 2016
172016
Fully parallel stochastic computing hardware implementation of convolutional neural networks for edge computing applications
CF Frasser, P Linares-Serrano, ID de los Rios, A Morán, ...
IEEE Transactions on Neural Networks and Learning Systems, 2022
152022
Hardware-optimized reservoir computing system for edge intelligence applications
A Morán, V Canals, F Galan-Prado, CF Frasser, D Radhakrishnan, ...
Cognitive Computation, 1-9, 2021
132021
Reservoir computing hardware for time series forecasting
ES Skibinsky-Gitlin, ML Alomar, E Isern, M Roca, V Canals, JL Rossello
2018 28th international symposium on power and timing modeling, optimization …, 2018
112018
Digital implementation of radial basis function neural networks based on stochastic computing
A Morán, L Parrilla, M Roca, J Font-Rossello, E Isern, V Canals
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 13 (1 …, 2022
102022
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Artículos 1–20