Panek, Daria ; Skalski, Andrzej ; Gajda, Janusz (1933- ) ; Tadeusiewicz, Ryszard (1947- )
Byrski, Aleksander - ed. ; Kisiel-Dorohinicki, Marek - ed. ; Dobrowolski, Grzegorz - ed.
Automatic detection of voice pathologies enables non-invasive, low cost and objective assessments of the presence of disorders, as well as accelerating and improving the process of diagnosis and clinical treatment given to patients. ; In this work, a vector made up of 28 acoustic parameters is evaluated using principal component analysis (PCA), kernel principal component analysis (kPCA) and an auto-associative neural network (NLPCA) in four kinds of pathology detection (hyperfunctional dysphonia, functional dysphonia, laryngitis, vocal cord paralysis) using the a, i and u vowels, spoken at a high, low and normal pitch. ; The results indicate that the kPCA and NLPCA methods can be considered a step towards pathology detection of the vocal folds. The results show that such an approach provides acceptable results for this purpose, with the best efficiency levels of around 100%. The study brings the most commonly used approaches to speech signal processing together and leads to a comparison of the machine learning methods determining the health status of the patient.
Zielona Góra: Uniwersytet Zielonogórski
AMCS, volume 25, number 3 (2015) ; kliknij tutaj, żeby przejść
Biblioteka Uniwersytetu Zielonogórskiego
14 lip 2025
6 maj 2024
145
https://zbc.uz.zgora.pl/repozytorium/publication/88907
| Nazwa wydania | Data |
|---|---|
| Acoustic analysis assessment in speech pathology detection | 14 lip 2025 |
Hasan, Mohammad Sanjeed Mollah, Md. Tusher Kumar, Dipankar Mondal, Rabindra Nath Lorenzini, Giulio Jurczak, Paweł - red.
Papież, Anna Badie, Christophe Polanska, Joanna Gamper, Johann - ed. Wrembel, Robert - ed.
Dološ, Klara Meyer, Conrad Attenberger, Andreas Steinberger, Jessica Kusy, Maciej - ed. Scherer, Rafał - ed. Krzyżak, Adam - ed.
Tadeusiewicz, Ryszard (1947- ) Mikrut, Zbigniew Tadeusiewicz, Ryszard - red. Korbicz, Józef (1951- ) - red. Rutkowski, Leszek - red.
Pławiak, Paweł Tadeusiewicz, Ryszard (1947- ) Korbicz, Józef (1951- ) - red. Kowal, Marek - red.
Stańczyk, Sylwia Moczulska, Marta - red. Preston, Peter- red. jęz. Stankiewicz, Janina - red. nacz. Zmyślony, Roman - red. statyst. Adamczyk, Janusz- red. Skalik, Jan - red.
Ostrowski, Krzysztof Kozłowski, Aleksander Kuczyński, Tadeusz - red.
Mejdi, Sondess Messaoud, Anis Ben Abdennour, Ridha Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.