A Machine Learning-Based Voice Analysis for the Detection of Dysphagia Biomarkers. - Valerio Cesarini; Niccolò Casiddu; Claudia Porfirione; Giulia Massazza; Giovanni Saggio; Giovanni Costantini (MetroInd4.0&IoT, 2021)

NMF Based System for Speaker Identification. - Giovanni Costantini; Valerio Cesarini; Fabio Paolizzo (MetroInd4.0&IoT, 2021)

Machine Learning-based Study of Dysphonic Voices for the Identification and Differentiation of Vocal Cord Paralysis and Vocal Nodules. - Valerio Cesarini; Carlo Robotti; Ylenia Piromalli; Francesco Mozzanica; Antonio Schindler; Giovanni Saggio; Giovanni Costantini (BIOSIGNALS, 2022)

A Subset of Acoustic Features for Machine Learning-based and Statistical Approaches in Speech Emotion Recognition. - Giovanni Costantini; Valerio Cesarini; Daniele Casali (BIOSIGNALS, 2022)

Obesity and Gastro-Esophageal Reflux voice disorders: a Machine Learning approach. - Federica Amato; Maria Fasani; Glauco Raffaelli; Valerio Cesarini; Gabriella Olmo; Nicola Di Lorenzo; Giovanni Costantini; Giovanni Saggio (MeMeA, 2022)

Deep learning and machine learning-based voice analysis for the detection of COVID-19: A proposal and comparison of architectures. - Giovanni Costantini; Valerio Cesarini; Carlo Robotti; Marco Benazzo; Filomena Pietrantonio; Stefano Di Girolamo; Antonio Pisani; Pietro Canzi; Simone Mauramati; Giulia Bertino; Irene Cassaniti; Fausto Baldanti; et al. (Knowl. Based Syst., 2022)

The Emotion Probe: On the Universality of Cross-Linguistic and Cross-Gender Speech Emotion Recognition via Machine Learning. - Giovanni Costantini; Emilia Parada-Cabaleiro; Daniele Casali; Valerio Cesarini (Sensors, 2022)

Hallmarks of Parkinson's disease progression determined by temporal evolution of speech attractors in the reconstructed phase-space. - Federica Amato; Valerio Cesarini; Luca Pietrosanti; Giovanni Costantini; Gabriella Olmo; Giovanni Saggio (MetroInd4.0&IoT, 2023)

Automatic Detection of Myotonia using a Sensory Glove with Resistive Flex Sensors and Machine Learning Techniques. - Valerio Cesarini; Giovanni Costantini; Federica Amato; Vito Errico; Luca Pietrosanti; Alexandre Calado; Roberto Massa; Erica Frezza; Fernanda Irrera; Alessandro Manoni; Giovanni Saggio (MetroInd4.0&IoT, 2023)

Artificial Intelligence-Based Voice Assessment of Patients with Parkinson's Disease Off and On Treatment: Machine vs. Deep-Learning Comparison. - Giovanni Costantini; Valerio Cesarini; Pietro Di Leo; Federica Amato; Antonio Suppa; Francesco Asci; Antonio Pisani; Alessandra Calculli; Giovanni Saggio (Sensors, 2023)

High-Level CNN and Machine Learning Methods for Speaker Recognition. - Giovanni Costantini; Valerio Cesarini; Emanuele Brenna (Sensors, 2023)

Machine learning- and statistical-based voice analysis of Parkinson's disease patients: A survey. - Federica Amato; Giovanni Saggio; Valerio Cesarini; Gabriella Olmo; Giovanni Costantini (Expert Syst. Appl., 2023)

Features of 3-D Phase Space Attractors as Descriptors of Chaotic Laws in Voice Signals for the AI-based Detection of Dysphonia. - Valerio Cesarini; Mattia Magliocchetti; Diego Calicchia; Federica Amato; Antonio Suppa; Francesco Asci; Luca Marsili; Giovanni Saggio; Giovanni Costantini (MetroInd4.0 & IoT, 2024)

Multi-class Machine Learning Detection of Edema, Vocal Paralysis and Vocal Nodules through Voice. - Valerio Cesarini; Carlo Robotti; Giovanni Costantini (MetroInd4.0 & IoT, 2024)

Beyond breathalyzers: AI-powered speech analysis for alcohol intoxication detection. - Federica Amato; Valerio Cesarini; Gabriella Olmo; Giovanni Saggio; Giovanni Costantini (Expert Syst. Appl., 2025)