Title :
Scalability of Multiclass Simulation of Spiking Neural Networks on GPUs
Author :
Tabarez Paz, Israel ; Gonzalez Mendoza, Miguel ; Hernandez Gress, Neil ; Gonzalez Marron, David
Author_Institution :
Univ. Autonoma del Estado de Mexico, Mexico Univ. Politec. del Valle de Toluca, Toluca, Mexico
Abstract :
This manuscript is focused on scalability of Spiking Neural Network (SNN) for acceleration of its learning time. Simulation of SNN algorithm was implemented on GPUs devices Ge Force 9400M and Ge Force650 GTX in order to compare the learning time. Multiclass database are used for classification and the results are compared.
Keywords :
graphics processing units; neural chips; GPUs devices Ge Force 9400M; Ge Force650 GTX; SNN algorithm; learning time; multiclass database; multiclass simulation scalability; spiking neural networks; Acceleration; Databases; Graphics processing units; Hardware; Neural networks; Neurons; Parallel processing; Classification; GPUs; Multiclass; Spikin Neural Networks;
Conference_Titel :
Artificial Intelligence (MICAI), 2014 13th Mexican International Conference on
Print_ISBN :
978-1-4673-7010-3
DOI :
10.1109/MICAI.2014.21
