Explainable Graph Neural Networks for EEG Classification and Seizure Detection in Epileptic Patients

Authors: Mazurek, Szymon; Blanco, Rosmary; Falcó-Roget, Joan; Crimi, Alessandro

Research groups: Computational Neuroscience

Leveraging graph neural network for explainable EEG classification in epileptic patients

Authors: Mazurek, Szymon; Blanco, Rosmary; Falcó-Roget, Joan; Crimi, Alessandro

Research groups: Computational Neuroscience

Impact of the pre-processing and balancing of EEG data on the performance of graph neural network for epileptic seizure classification

Authors: Mazurek, Szymon; Blanco, Rosmary; Argasiński, Jan K.; Roget, Joan Falco; Crimi, Alessandro

Research groups: Computational Neuroscience

Can gamification reduce the burden of self-reporting in mHealth applications? A feasibility study using machine learning from smartwatch data to estimate cognitive load

Authors: Grzeszczyk, Michal K.; Adamczyk, Paulina; Marek, Sylwia; Pręcikowski, Ryszard; Kuś, Maciej; Lelujko, M. Patrycja; Blanco, Rosmary; Trzciński, Tomasz; Sitek, Arkadiusz; Malawski, Maciej; Lisowska, Aneta

Research groups: Medical Imaging and Robotics, Extreme-Scale Data and Computing

Resting State Brain Connectivity analysis from EEG and FNIRS signals

Authors: Blanco, Rosmary; Koba, Cemal; Crimi, Alessandro

Research groups: Computational Neuroscience

Comparing Structure-Function Relationships in Brain Networks Using EEG and fNIRS

Authors: Blanco, Rosmary; Preti, Maria Giulia; Koba, Cemal; Van De Ville, Dimitri; Crimi, Alessandro

Research groups: Computational Neuroscience

Investigating the Interaction Between EEG and fNIRS: A Multimodal Network Analysis of Brain Connectivity

Authors: Blanco, Rosmary; Koba, Cemal; Crimi, Alessandro

Research groups: Computational Neuroscience