Enhanced EEG Data Classification with 3D SNN and Online Learning ESN

Explore a 13-minute conference talk from Data Science Conference Europe 2023 that unveils a revolutionary hierarchical recurrent neural network architecture for real-time EEG data classification and interpretation. Discover how this innovative system combines two dynamic neuron pools, featuring the NeuCube three-dimensional spiking neuron structure for spatial brain template mapping with spike-timing dependent plastic synapses. Learn about the integration of an Echo state neural network reservoir, utilizing sparsely connected hyperbolic tangent neurons for continuous online classification of features extracted from the Cube's spike rates. Understand how this brain-inspired approach advances the interpretation and classification of dynamic spatio-temporal brain signals, presented by Dimitar Penkov at the Belgrade conference on November 24, 2023.