Relative entropy measures applied to healthy and pathological voice characterization
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
20/10/2012
20/10/2012
2009
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Resumo |
Nowadays, noninvasive methods of diagnosis have increased due to demands of the population that requires fast, simple and painless exams. These methods have become possible because of the growth of technology that provides the necessary means of collecting and processing signals. New methods of analysis have been developed to understand the complexity of voice signals, such as nonlinear dynamics aiming at the exploration of voice signals dynamic nature. The purpose of this paper is to characterize healthy and pathological voice signals with the aid of relative entropy measures. Phase space reconstruction technique is also used as a way to select interesting regions of the signals. Three groups of samples were used, one from healthy individuals and the other two from people with nodule in the vocal fold and Reinke`s edema. All of them are recordings of sustained vowel /a/ from Brazilian Portuguese. The paper shows that nonlinear dynamical methods seem to be a suitable technique for voice signal analysis, due to the chaotic component of the human voice. Relative entropy is well suited due to its sensibility to uncertainties, since the pathologies are characterized by an increase in the signal complexity and unpredictability. The results showed that the pathological groups had higher entropy values in accordance with other vocal acoustic parameters presented. This suggests that these techniques may improve and complement the recent voice analysis methods available for clinicians. (C) 2008 Elsevier Inc. All rights reserved. Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) Research Foundation of the State of Sao Paulo (FAPESP) Program of Students - Post-graduation Agreement (PEC-PG) Program of Students - Post-graduation Agreement (PEC-PG) |
Identificador |
APPLIED MATHEMATICS AND COMPUTATION, v.207, n.1, p.95-108, 2009 0096-3003 http://producao.usp.br/handle/BDPI/30195 10.1016/j.amc.2007.10.068 |
Idioma(s) |
eng |
Publicador |
ELSEVIER SCIENCE INC |
Relação |
Applied Mathematics and Computation |
Direitos |
restrictedAccess Copyright ELSEVIER SCIENCE INC |
Palavras-Chave | #Voice #Relative entropy #Phase space reconstruction #Vocal fold nodule #Reinke`s edema #Predictability #MATHEMATICAL-THEORY #MUTUAL INFORMATION #TIME-SERIES #PREDICTABILITY #COMMUNICATION #STRESS #SPEECH #Mathematics, Applied |
Tipo |
article original article publishedVersion |