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Adaptive Multi-Rate Compression Effects on Vowel Analysis
Signal processing on digitally sampled vowel sounds for the detection of pathological voices has been firmly established. This work examines compression artifacts on vowel speech samples that have been compressed using the adaptive multi-rate codec at various bit-rates. Whereas previous work has use...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2015
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4542648/ https://www.ncbi.nlm.nih.gov/pubmed/26347863 http://dx.doi.org/10.3389/fbioe.2015.00118 |
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author | Ireland, David Knuepffer, Christina McBride, Simon J. |
author_facet | Ireland, David Knuepffer, Christina McBride, Simon J. |
author_sort | Ireland, David |
collection | PubMed |
description | Signal processing on digitally sampled vowel sounds for the detection of pathological voices has been firmly established. This work examines compression artifacts on vowel speech samples that have been compressed using the adaptive multi-rate codec at various bit-rates. Whereas previous work has used the sensitivity of machine learning algorithm to test for accuracy, this work examines the changes in the extracted speech features themselves and thus report new findings on the usefulness of a particular feature. We believe this work will have potential impact for future research on remote monitoring as the identification and exclusion of an ill-defined speech feature that has been hitherto used, will ultimately increase the robustness of the system. |
format | Online Article Text |
id | pubmed-4542648 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-45426482015-09-07 Adaptive Multi-Rate Compression Effects on Vowel Analysis Ireland, David Knuepffer, Christina McBride, Simon J. Front Bioeng Biotechnol Bioengineering and Biotechnology Signal processing on digitally sampled vowel sounds for the detection of pathological voices has been firmly established. This work examines compression artifacts on vowel speech samples that have been compressed using the adaptive multi-rate codec at various bit-rates. Whereas previous work has used the sensitivity of machine learning algorithm to test for accuracy, this work examines the changes in the extracted speech features themselves and thus report new findings on the usefulness of a particular feature. We believe this work will have potential impact for future research on remote monitoring as the identification and exclusion of an ill-defined speech feature that has been hitherto used, will ultimately increase the robustness of the system. Frontiers Media S.A. 2015-08-20 /pmc/articles/PMC4542648/ /pubmed/26347863 http://dx.doi.org/10.3389/fbioe.2015.00118 Text en Copyright © 2015 Ireland, Knuepffer and McBride. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Bioengineering and Biotechnology Ireland, David Knuepffer, Christina McBride, Simon J. Adaptive Multi-Rate Compression Effects on Vowel Analysis |
title | Adaptive Multi-Rate Compression Effects on Vowel Analysis |
title_full | Adaptive Multi-Rate Compression Effects on Vowel Analysis |
title_fullStr | Adaptive Multi-Rate Compression Effects on Vowel Analysis |
title_full_unstemmed | Adaptive Multi-Rate Compression Effects on Vowel Analysis |
title_short | Adaptive Multi-Rate Compression Effects on Vowel Analysis |
title_sort | adaptive multi-rate compression effects on vowel analysis |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4542648/ https://www.ncbi.nlm.nih.gov/pubmed/26347863 http://dx.doi.org/10.3389/fbioe.2015.00118 |
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