Giuliana Monachino

According to our database, Giuliana Monachino authored at least 10 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2026

Deep learning architectures for Brugada syndrome detection: A comparative analysis with GAN-generated ECG data.

Beatrice Zanchi, Giuliana Monachino, Giulio Conte, Francesca Dalia Faraci

Biomed. Signal Process. Control., 2026

2025

Self-DANA: A Resource-Efficient Channel-Adaptive Self-Supervised Approach for ECG Foundation Models.

Giuliana Monachino, Nicolò La Porta, Beatrice Zanchi, Luigi Fiorillo, Alvise Dei Rossi, Georgiy Farina, Francesca Dalia Faraci

CoRR, July, 2025

Synthetic ECG signals generation: A scoping review.

Beatrice Zanchi, Giuliana Monachino, Luigi Fiorillo, Giulio Conte, Angelo Auricchio, Athina Tzovara, Francesca D. Faraci

Comput. Biol. Medicine, 2025

Brugada Syndrome Diagnosis Through Self-supervised Contrastive Learning.

Beatrice Zanchi, Giuliana Monachino, Luigi Fiorillo, Giulio Conte, Francesca Dalia Faraci

Proceedings of the Artificial Intelligence in Medicine - 23rd International Conference, 2025

2024

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

Gianpaolo Palo, Luigi Fiorillo, Giuliana Monachino, Michal Bechny, Mark Melnykowycz, Athina Tzovara, Valentina Agostini, Francesca Dalia Faraci

CoRR, 2024

Framework for Algorithmic Bias Quantification and its Application to Automated Sleep Scoring.

Michal Bechny, Giuliana Monachino, Luigi Fiorillo, Julia van der Meer, Markus H. Schmidt, Claudio L. A. Bassetti, Athina Tzovara, Francesca D. Faraci

Proceedings of the 11th IEEE Swiss Conference on Data Science, 2024

2023

Deep Generative Models: The winning key for large and easily accessible ECG datasets?

Giuliana Monachino, Beatrice Zanchi, Luigi Fiorillo, Giulio Conte, Angelo Auricchio, Athina Tzovara, Francesca Dalia Faraci

Comput. Biol. Medicine, December, 2023

U-Sleep's resilience to AASM guidelines.

Luigi Fiorillo, Giuliana Monachino, Julia van der Meer, Marco Pesce, Jan D. Warncke, Markus H. Schmidt, Claudio L. A. Bassetti, Athina Tzovara, Paolo Favaro, Francesca D. Faraci

npj Digit. Medicine, 2023

Bridging AI and Clinical Practice: Integrating Automated Sleep Scoring Algorithm with Uncertainty-Guided Physician Review.

Michal Bechny, Giuliana Monachino, Luigi Fiorillo, Julia van der Meer, Markus H. Schmidt, Claudio L. A. Bassetti, Athina Tzovara, Francesca D. Faraci

CoRR, 2023

2022

U-Sleep: resilient to AASM guidelines.

Luigi Fiorillo, Giuliana Monachino, Julia van der Meer, Marco Pesce, Jan D. Warncke, Markus H. Schmidt, Claudio L. A. Bassetti, Athina Tzovara, Paolo Favaro, Francesca D. Faraci

CoRR, 2022