Comparison analysis between standard polysomnographic data and in-ear-EEG signals: A preliminary study

no code implementations • 18 Jan 2024 • Gianpaolo Palo, Luigi Fiorillo, Giuliana Monachino, Michal Bechny, Mark Melnykowycz, Athina Tzovara, Valentina Agostini, Francesca Dalia Faraci

We show that the similarity between PSG and in-ear-EEG signals is high (JSD-FSI: 0. 61 +/- 0. 06 in awake, 0. 60 +/- 0. 07 in NREM and 0. 51 +/- 0. 08 in REM), and in line with the similarity values computed independently on standard PSG-channel-combinations.

EEG Sleep Quality

Deep Learning for real-time neural decoding of grasp

no code implementations • 2 Nov 2023 • Paolo Viviani, Ilaria Gesmundo, Elios Ghinato, Andres Agudelo-Toro, Chiara Vercellino, Giacomo Vitali, Letizia Bergamasco, Alberto Scionti, Marco Ghislieri, Valentina Agostini, Olivier Terzo, Hansjörg Scherberger

Neural decoding involves correlating signals acquired from the brain to variables in the physical world like limb movement or robot control in Brain Machine Interfaces.

Time Series

Multi-Scored Sleep Databases: How to Exploit the Multiple-Labels in Automated Sleep Scoring

no code implementations • 5 Jul 2022 • Luigi Fiorillo, Davide Pedroncelli, Valentina Agostini, Paolo Favaro, Francesca Dalia Faraci

Results: The performance of the models improves on all the databases when we train the models with our LSSC.