Analysis of Pathological Speech Signals
Seiten
This book addresses the automatic analysis of speech disorders resulting from a clinical condition (Parkinson's disease and hearing loss) or the natural aging process.
For Parkinson's disease, the progression of speech symptoms is evaluated by considering speech recordings captured in the short-term (4 months) and long-term (5 years). Machine learning methods are used to perform three tasks:
(1) automatic classification of patients vs. healthy speakers.
(2) regression analysis to predict the dysarthria level and neurological state.
(3) speaker embeddings to analyze the progression of the speech symptoms over time.
For hearing loss, automatic acoustic analysis is performed to evaluate whether the duration and onset of deafness (before or after speech acquisition) influence the speech production of cochlear implant users.
Additionally, articulation, prosody, and phonemic analyses show that cochlear implant users present altered speech production even after hearing rehabilitation
For Parkinson's disease, the progression of speech symptoms is evaluated by considering speech recordings captured in the short-term (4 months) and long-term (5 years). Machine learning methods are used to perform three tasks:
(1) automatic classification of patients vs. healthy speakers.
(2) regression analysis to predict the dysarthria level and neurological state.
(3) speaker embeddings to analyze the progression of the speech symptoms over time.
For hearing loss, automatic acoustic analysis is performed to evaluate whether the duration and onset of deafness (before or after speech acquisition) influence the speech production of cochlear implant users.
Additionally, articulation, prosody, and phonemic analyses show that cochlear implant users present altered speech production even after hearing rehabilitation
| Erscheinungsdatum | 17.10.2022 |
|---|---|
| Reihe/Serie | Studien zur Mustererkennung ; 50 |
| Sprache | englisch |
| Maße | 145 x 210 mm |
| Einbandart | Paperback |
| Themenwelt | Mathematik / Informatik ► Informatik ► Theorie / Studium |
| Schlagworte | aging • machine learning • Smartphone Applications • speech disorders • Speech processing |
| ISBN-10 | 3-8325-5561-7 / 3832555617 |
| ISBN-13 | 978-3-8325-5561-0 / 9783832555610 |
| Zustand | Neuware |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
| Haben Sie eine Frage zum Produkt? |
Mehr entdecken
aus dem Bereich
aus dem Bereich
was jeder über Informatik wissen sollte
Buch | Softcover (2024)
Springer Vieweg (Verlag)
CHF 53,15
Teil 2 der gestreckten Abschlussprüfung Fachinformatiker/-in …
Buch | Softcover (2025)
Europa-Lehrmittel (Verlag)
CHF 37,90
