1D Convolutional Neural Network approach to classify voluntary eye blinks in EEG signals for BCI applications. - Michele Lo Giudice; Giuseppe Varone; Cosimo Ieracitano; Nadia Mammone; Arcangelo Ranieri Bruna; Valeria Tomaselli; Francesco Carlo Morabito (IJCNN, 2020)

Explainable Deep Learning Classification of Respiratory Sound for Telemedicine Applications. - Michele Lo Giudice; Nadia Mammone; Cosimo Ieracitano; Umberto Aguglia; Danilo P. Mandic; Francesco Carlo Morabito (AII, 2022)

Visual Explanations of Deep Convolutional Neural Network for eye blinks detection in EEG-based BCI applications. - Michele Lo Giudice; Nadia Mammone; Cosimo Ieracitano; Maurizio Campolo; Arcangelo Ranieri Bruna; Valeria Tomaselli; Francesco Carlo Morabito (IJCNN, 2022)

The Next Generation of eHealth: A Multidisciplinary Survey. - Chiara Suraci; Vincenzo De Angelis; Giuseppina Lofaro; Michele Lo Giudice; Giuseppe Marrara; Federica Rinaldi; Antonia Russo; Martina Teresa Bevacqua; Gianluca Lax; Nadia Mammone; Antonino Mazza Laboccetta; Francesco Carlo Morabito; et al. (IEEE Access, 2022)

Permutation Entropy-Based Interpretability of Convolutional Neural Network Models for Interictal EEG Discrimination of Subjects with Epileptic Seizures vs. Psychogenic Non-Epileptic Seizures. - Michele Lo Giudice; Giuseppe Varone; Cosimo Ieracitano; Nadia Mammone; Giovanbattista Gaspare Tripodi; Edoardo Ferlazzo; Sara Gasparini; Umberto Aguglia; Francesco Carlo Morabito (Entropy, 2022)

A Machine Learning Approach Involving Functional Connectivity Features to Classify Rest-EEG Psychogenic Non-Epileptic Seizures from Healthy Controls. - Giuseppe Varone; Wadii Boulila; Michele Lo Giudice; Bilel Benjdira; Nadia Mammone; Cosimo Ieracitano; Kia Dashtipour; Sabrina Neri; Sara Gasparini; Francesco Carlo Morabito; Amir Hussain 001; Umberto Aguglia (Sensors, 2022)

A Multi-head CNN for Interictal EEG Classification of Epilepsy and PNES. - Michele Lo Giudice; Nadia Mammone; Umberto Aguglia; Alessandro Salvini; Francesco Carlo Morabito (WIRN, 2023)

Graph neural networks for electroencephalogram analysis: Alzheimer's disease and epilepsy use cases. - Sergi Abadal; Pablo Galván; Alberto Mármol; Nadia Mammone; Cosimo Ieracitano; Michele Lo Giudice; Alessandro Salvini; Francesco Carlo Morabito (Neural Networks, 2025)