Version 1
: Received: 8 December 2021 / Approved: 13 December 2021 / Online: 13 December 2021 (10:10:36 CET)
How to cite:
Kostyuchenko, E.; Rakhmanenko, I.; Shelupanov, A.; Balatskaya, L.; Sidorov, I. Assessment of Speech Quality during Speech Rehabilitation Based on the Solution of the Classification Problem. Preprints2021, 2021120196. https://doi.org/10.20944/preprints202112.0196.v1
Kostyuchenko, E.; Rakhmanenko, I.; Shelupanov, A.; Balatskaya, L.; Sidorov, I. Assessment of Speech Quality during Speech Rehabilitation Based on the Solution of the Classification Problem. Preprints 2021, 2021120196. https://doi.org/10.20944/preprints202112.0196.v1
Kostyuchenko, E.; Rakhmanenko, I.; Shelupanov, A.; Balatskaya, L.; Sidorov, I. Assessment of Speech Quality during Speech Rehabilitation Based on the Solution of the Classification Problem. Preprints2021, 2021120196. https://doi.org/10.20944/preprints202112.0196.v1
APA Style
Kostyuchenko, E., Rakhmanenko, I., Shelupanov, A., Balatskaya, L., & Sidorov, I. (2021). Assessment of Speech Quality during Speech Rehabilitation Based on the Solution of the Classification Problem. Preprints. https://doi.org/10.20944/preprints202112.0196.v1
Chicago/Turabian Style
Kostyuchenko, E., Lidiya Balatskaya and Ivan Sidorov. 2021 "Assessment of Speech Quality during Speech Rehabilitation Based on the Solution of the Classification Problem" Preprints. https://doi.org/10.20944/preprints202112.0196.v1
Abstract
The article considers an approach to the problem of assessing the quality of speech during speech rehabilitation as a classification problem. For this, a classifier is built on the basis of an LSTM neural network for dividing speech signals into two classes: before the operation and immediately after. At the same time, speech before the operation is the standard to which it is necessary to approach in the process of rehabilitation. The metric of belonging of the evaluated signal to the reference class acts as an assessment of speech. An experimental assessment of rehabilitation sessions and a comparison of the resulting assessments with expert assessments of phrasal intelligibility were carried out.
Computer Science and Mathematics, Information Systems
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
