Vincent Canals

A New Stochastic Computing Methodology for Efficient Neural Network Implementation

Vincent Canals, Antoni Morro, Antonio Oliver et al. · IEEE Transactions on Neural Networks and Learning Systems · 2015 · 115 citations

Bipolar Encoding, Engineering, Machine Learning +15

FPGA-Based Stochastic Echo State Networks for Time-Series Forecasting

Miquel L. Alomar, Vincent Canals, Nicolás Pérez-Mora et al. · Computational Intelligence and Neuroscience · 2015 · 65 citations · Full text

Forecasting Methodology, Engineering, Machine Learning +16

A Stochastic Spiking Neural Network for Virtual Screening

Antoni Morro, Vincent Canals, Antonio Oliver et al. · IEEE Transactions on Neural Networks and Learning Systems · 2017 · 53 citations

Engineering, Neurochip, Molecular Computing +17

Fully Parallel Stochastic Computing Hardware Implementation of Convolutional Neural Networks for Edge Computing Applications

Christiam F. Frasser, Pablo Linares-Serrano, Iván Díez de los Ríos et al. · IEEE Transactions on Neural Networks and Learning Systems · 2022 · 47 citations

Convolutional Neural Network, Edge Computing Applications, Machine Learning +19

Digital Implementation of a Single Dynamical Node Reservoir Computer

Miquel L. Alomar, Miguel C. Soriano, M. Escalona-Morán et al. · IEEE Transactions on Circuits & Systems II Express Briefs · 2015 · 46 citations

Minimal Hardware Implementations, Engineering, Machine Learning +15