CFP last date
20 May 2024
Call for Paper
June Edition
IJCA solicits high quality original research papers for the upcoming June edition of the journal. The last date of research paper submission is 20 May 2024

Submit your paper
Know more
Reseach Article

Application of HMM and Substitution Phonemic

by Bouamama RÈda Sadouki, Abed AhcÈne, Mouhamed Djebbouri
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 90 - Number 19
Year of Publication: 2014
Authors: Bouamama RÈda Sadouki, Abed AhcÈne, Mouhamed Djebbouri
10.5120/15833-4714

Bouamama RÈda Sadouki, Abed AhcÈne, Mouhamed Djebbouri . Application of HMM and Substitution Phonemic. International Journal of Computer Applications. 90, 19 ( March 2014), 43-47. DOI=10.5120/15833-4714

@article{ 10.5120/15833-4714,
author = { Bouamama RÈda Sadouki, Abed AhcÈne, Mouhamed Djebbouri },
title = { Application of HMM and Substitution Phonemic },
journal = { International Journal of Computer Applications },
issue_date = { March 2014 },
volume = { 90 },
number = { 19 },
month = { March },
year = { 2014 },
issn = { 0975-8887 },
pages = { 43-47 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume90/number19/15833-4714/ },
doi = { 10.5120/15833-4714 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:11:31.705791+05:30
%A Bouamama RÈda Sadouki
%A Abed AhcÈne
%A Mouhamed Djebbouri
%T Application of HMM and Substitution Phonemic
%J International Journal of Computer Applications
%@ 0975-8887
%V 90
%N 19
%P 43-47
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

The performances of an automatic system of recognition of word are, generally, directly related to quality, the type and the quantity of the data of training. This article shows the effect like the speaker on the performances of a system of recognition of the words isolated directed towards the problem from pathology from the spoken Arabic, in particular, substitution of the spoken Arabic. The system suggested is based on the models of markov hidden (HMM) whose exit is modeled by a density multigaussiennes (GMM). For the representation of the signals of word coefficients (MFCC) are used.

References
  1. M. Alkhouli, “Alaswaat Alaghawaiyah,” Daar Alfalah, Jordan 1990.
  2. L. E. Baum, “An inequality and associated maximization technique in statistical estimation for probabilistic functions of Markov processes,” Inequalities, vol. 3, pp. 1-8, 1972.
  3. L. E. Baum, T. Petri, G. Soules and N. Weiss, “A maximization technique occurring in the statistical analysis of probabilistic functions of Markov chains, ” Annals in Mathematical Statistics, vol. 41, pp. 164-171, 1970.
  4. Z.A. Benselama, M. Guerti and M.A. Bencherif, “Arabic Speech Pathology Therapy Computer Aided System,” Journal of Computer Science 3 (9), pp. 685-692, 2007.
  5. J.A. Bilmes, “A gentle Tutorial of the EM Algorithem and its applications to Parametre Estimation for Gaussian Mixture and Hidden Markov Models, ” Technical report, ICSI-TR-97-021, 1998.
  6. M. Elshafei, “ Toward an Arabic Text-to -Speech System', The Arabian Journal for Science and Engineering, ” 16(4B): , ,pp.565-83, Oct 1991.
  7. A. Eshajhse, “Articulation and speech disorders: types, treatment and diagnostic, ” Saudi Arabia, limited golden papers. 1997.
  8. G. D.Forney, “The Viterbi algorithm, ” IEEE Proceedings,vol. 61, pp. 268-278, March 1973.
  9. HTK3 2004 HTK3, “ Hidden Markov Model Toolkit, ” Technical report, Cambridge University, http://htk.eng.cam.ac.uk/
  10. L. B. Jackson, “ Digital filters and signal processing,” New York: Kluwer Academic Publishers, 1996.
  11. S. E. Levinson, L. R. Rabiner and M. M Sondhi, “An introduction to the application of the theory of probabilistic functions of a Markov process to automatic speech recognition,” Bell System Technical Journal, vol. 62, no. 4, pp. 1035-1074, 1983.
  12. P. Lockwood, C. Baillargeat, J. Gillot, J. Boudy and G. Faucon, “ Noise reduction for speech enhancement in cars: non linear spectral subtraction,” Proc. Eurospeech 91. Genova, Italia, 1991.
  13. L. Rabiner and B. Juang, “ Fundamentals of Speech Recognition,” Prentice-Hall, 1993.
  14. A. J. Viterbi, “ Error bounds for convolutional codes and an asymptotically optimal decoding Aalgorithm, ” IEEE Transactions on Information Theory, vol. IT-13, pp. 260-269, April 1967.
Index Terms

Computer Science
Information Sciences

Keywords

Component Automatic Speech Recognition Language Pathology Phonemic Substitution GM MFCC HMM Arabic spoke.