TY - GEN
T1 - Modelling Absence Epilepsy seizure data in the NeuCube evolving spiking neural network architecture
AU - Capecci, Elisa
AU - Espinosa-Ramos, Josafath I.
AU - Mammone, Nadia
AU - Kasabov, Nikola
AU - Duun-Henriksen, Jonas
AU - Kjaer, Troels Wesenberg
AU - Campolo, Maurizio
AU - La Foresta, Fabio
AU - Morabito, Francesco C.
PY - 2015/9/28
Y1 - 2015/9/28
N2 - Epilepsy is the most diffuse brain disorder that can affect people's lives even on its early stage. In this paper, we used for the first time the spiking neural networks (SNN) framework called NeuCube for the analysis of electroencephalography (EEG) data recorded from a person affected by Absence Epileptic (AE), using permutation entropy (PE) features. Our results demonstrated that the methodology constitutes a valuable tool for the analysis and understanding of functional changes in the brain in term of its spiking activity and connectivity. Future applications of the model aim at personalised modelling of epileptic data for the analysis and the event prediction.
AB - Epilepsy is the most diffuse brain disorder that can affect people's lives even on its early stage. In this paper, we used for the first time the spiking neural networks (SNN) framework called NeuCube for the analysis of electroencephalography (EEG) data recorded from a person affected by Absence Epileptic (AE), using permutation entropy (PE) features. Our results demonstrated that the methodology constitutes a valuable tool for the analysis and understanding of functional changes in the brain in term of its spiking activity and connectivity. Future applications of the model aim at personalised modelling of epileptic data for the analysis and the event prediction.
KW - Childhood Absence Seizures
KW - EEG
KW - Epilepsy
KW - NeuCube
KW - Spiking Neural Networks
UR - http://www.scopus.com/inward/record.url?scp=84951105972&partnerID=8YFLogxK
U2 - 10.1109/IJCNN.2015.7280764
DO - 10.1109/IJCNN.2015.7280764
M3 - Conference contribution
AN - SCOPUS:84951105972
T3 - Proceedings of the International Joint Conference on Neural Networks
BT - 2015 International Joint Conference on Neural Networks, IJCNN 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - International Joint Conference on Neural Networks, IJCNN 2015
Y2 - 12 July 2015 through 17 July 2015
ER -