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Journal Articles
- 2023
[j5]Federica Amato
, Giovanni Saggio, Valerio Cesarini, Gabriella Olmo, Giovanni Costantini:
Machine learning- and statistical-based voice analysis of Parkinson's disease patients: A survey. Expert Syst. Appl. 219: 119651 (2023)- [j4]Giovanni Costantini, Valerio Cesarini, Pietro Di Leo, Federica Amato, Antonio Suppa, Francesco Asci, Antonio Pisani, Alessandra Calculli, Giovanni Saggio:
Artificial Intelligence-Based Voice Assessment of Patients with Parkinson's Disease Off and On Treatment: Machine vs. Deep-Learning Comparison. Sensors 23(4): 2293 (2023) - [j3]Giovanni Costantini, Valerio Cesarini, Emanuele Brenna:
High-Level CNN and Machine Learning Methods for Speaker Recognition. Sensors 23(7): 3461 (2023) - 2022
- [j2]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, Giovanni Saggio:
Deep learning and machine learning-based voice analysis for the detection of COVID-19: A proposal and comparison of architectures. Knowl. Based Syst. 253: 109539 (2022) - [j1]Giovanni Costantini, Emilia Parada-Cabaleiro, Daniele Casali, Valerio Cesarini:
The Emotion Probe: On the Universality of Cross-Linguistic and Cross-Gender Speech Emotion Recognition via Machine Learning. Sensors 22(7): 2461 (2022)
Conference and Workshop Papers
- 2024
- [c9]Valerio Cesarini, Carlo Robotti, Giovanni Costantini:
Multi-class Machine Learning Detection of Edema, Vocal Paralysis and Vocal Nodules through Voice. MetroInd4.0 & IoT 2024: 430-434 - [c8]Valerio Cesarini, Mattia Magliocchetti, Diego Calicchia, Federica Amato, Antonio Suppa, Francesco Asci, Luca Marsili, Giovanni Saggio, Giovanni Costantini:
Features of 3-D Phase Space Attractors as Descriptors of Chaotic Laws in Voice Signals for the AI-based Detection of Dysphonia. MetroInd4.0 & IoT 2024: 435-439 - 2023
- [c7]Valerio Cesarini, Giovanni Costantini, Federica Amato, Vito Errico, Luca Pietrosanti, Alexandre Calado, Roberto Massa, Erica Frezza, Fernanda Irrera, Alessandro Manoni, Giovanni Saggio:
Automatic Detection of Myotonia using a Sensory Glove with Resistive Flex Sensors and Machine Learning Techniques. MetroInd4.0&IoT 2023: 194-199 - [c6]Federica Amato, Valerio Cesarini, Luca Pietrosanti, Giovanni Costantini, Gabriella Olmo, Giovanni Saggio:
Hallmarks of Parkinson's disease progression determined by temporal evolution of speech attractors in the reconstructed phase-space. MetroInd4.0&IoT 2023: 270-274 - 2022
- [c5]Giovanni Costantini, Valerio Cesarini, Daniele Casali:
A Subset of Acoustic Features for Machine Learning-based and Statistical Approaches in Speech Emotion Recognition. BIOSIGNALS 2022: 257-264 - [c4]Valerio Cesarini, Carlo Robotti, Ylenia Piromalli, Francesco Mozzanica, Antonio Schindler, Giovanni Saggio, Giovanni Costantini:
Machine Learning-based Study of Dysphonic Voices for the Identification and Differentiation of Vocal Cord Paralysis and Vocal Nodules. BIOSIGNALS 2022: 265-272 - [c3]Federica Amato, Maria Fasani, Glauco Raffaelli, Valerio Cesarini, Gabriella Olmo, Nicola Di Lorenzo, Giovanni Costantini, Giovanni Saggio:
Obesity and Gastro-Esophageal Reflux voice disorders: a Machine Learning approach. MeMeA 2022: 1-6 - 2021
- [c2]Valerio Cesarini, Niccolò Casiddu, Claudia Porfirione, Giulia Massazza, Giovanni Saggio, Giovanni Costantini:
A Machine Learning-Based Voice Analysis for the Detection of Dysphagia Biomarkers. MetroInd4.0&IoT 2021: 407-411 - [c1]Giovanni Costantini, Valerio Cesarini, Fabio Paolizzo:
NMF Based System for Speaker Identification. MetroInd4.0&IoT 2021: 620-624
Coauthor Index
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