In this paper we establish stochastic profiles of the rhythm for three languages: English, Japanese and Spanish. We model the increase or decrease of the acoustical energy, collected into three bands coming from the acoustic signal. The number of parameters needed to specify a discrete multivariate Markov chain grows exponentially with the order and dimension of the chain. In this case the size of the database is not large enough for a consistent estimation of the model. We apply a strategy to estimate a multivariate process with an order greater than the order achieved using standard procedures. The new strategy consist on obtaining a partition of the state space which is constructed from a combination of the partitions corresponding to the three marginal processes, one for each band of energy, and the partition coming from to the multivariate Markov chain. Then, all the partitions are linked using a copula, in order to estimate the transition probabilities.
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8 June 2016
INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2015 (ICNAAM 2015)
22–28 September 2015
Rhodes, Greece
Research Article|
June 08 2016
Copula-based analysis of rhythm Available to Purchase
J. E. García;
J. E. García
*
University of Campinas
, Sergio Buarque de Holanda, 651, Campinas, S.P., CEP: 13083-859, Brazil
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V. A. González-López;
V. A. González-López
*
University of Campinas
, Sergio Buarque de Holanda, 651, Campinas, S.P., CEP: 13083-859, Brazil
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M. L. Lanfredi Viola
M. L. Lanfredi Viola
†
Federal University of São Carlos
, Washington Luis, Km 235, São Carlos, S.P., CEP: 13565-905, Brazil
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J. E. García
1
V. A. González-López
1
M. L. Lanfredi Viola
2
*
University of Campinas
, Sergio Buarque de Holanda, 651, Campinas, S.P., CEP: 13083-859, Brazil
†
Federal University of São Carlos
, Washington Luis, Km 235, São Carlos, S.P., CEP: 13565-905, Brazil
AIP Conf. Proc. 1738, 140004 (2016)
Citation
J. E. García, V. A. González-López, M. L. Lanfredi Viola; Copula-based analysis of rhythm. AIP Conf. Proc. 8 June 2016; 1738 (1): 140004. https://doi.org/10.1063/1.4951927
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