Laryngeal pathology detection by means of class-specific neural maps

IEEE Transactions on Information Technology in Biomedicine

Volumn 4, Issue 1, 2000, Pages 68-73

  Hadjitodorov, Stefan ^a   Boyanov, Boyan ^a   Teston, Bernard ^b  

^a BULGARIAN ACADEMY OF SCIENCES   (Bulgaria)

^b AIX MARSEILLE UNIVERSITÉ   (France)

Author keywords

[No Author keywords available]

Indexed keywords

APPROXIMATION THEORY; DISEASE CONTROL; ESTIMATION; MATHEMATICAL MODELS; PATIENT TREATMENT; PROBABILITY DENSITY FUNCTION; SIMULATED ANNEALING; VECTORS;

LARYNGEAL PATHOLOGY DETECTION; PROTOTYPE DISTRIBUTION MAPS; SELF ORGANIZING MAP;

NEURAL NETWORKS;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; CLASSIFICATION; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; DECISION SUPPORT SYSTEM; HUMAN; IMAGE PROCESSING; LARYNX DISORDER; PHONATION; PHYSIOLOGY; PROBABILITY; SENSITIVITY AND SPECIFICITY; SPEECH; VOICE;

ALGORITHMS; DECISION SUPPORT TECHNIQUES; DIAGNOSIS, COMPUTER-ASSISTED; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; LARYNGEAL DISEASES; NEURAL NETWORKS (COMPUTER); PHONATION; PROBABILITY; SENSITIVITY AND SPECIFICITY; SPEECH; VOICE; VOICE DISORDERS;

EID: 0033624779     PISSN: 10897771     EISSN: None     Source Type: Journal    
DOI: 10.1109/4233.826861     Document Type: Article

References (20)

1. G. Banci, S. Monini, A. Falaschi, and N. Sario, "Vocal fold disorder evaluation by digital speech analysis," J. Phonetics, vol. 14, pp. 495-499, 1986.
2. B. Boyanov and G. Chollet, "Pathological voice analysis using cepstra, bispectra and group delay functions," Proc. ICSLP'92, Banff, AB, Canada, Oct. 1992, pp. 1039-1042.
3. B. Boyanov, D. Doskov, T. Ivanov, and S. Hadjitodorov, "PC based system for analysis the voice of patients with laryngeal diseases," ENT J., vol. 70, no. 11, pp. 767-772, 1991.
4. B. Boyanov, S. Hadjitodorov, T. Ivanov, and G. Chollet, "Robust hybrid pitch detector," Electron. Lett., vol. 29, no. 22, pp. 1924-1926, 1993.
5. B. Boyanov, "Analysis of Pathological Voice,", 1992. research report under contract ERB-CIPA-CT-92-0170 with the European Community.
6. R. Gubrynowicz, "A fuzzy approach of pitch period analysis for evaluation of functional status of the larynx source," J. Phonetics, vol. 14, pp. 525-530, 1986.
7. S. Hadjitodorov, T. Ivanov, and B. Boyanov, "Analysis of dysphony using objective voice parameter," Proc. 2nd Balkan Conf. on Operational Research, Thessaloniki, Greece, Oct. 1993, pp. 911-917.
8. S. Hadjitodorov, B. Boyanov, T. Ivanov, and N. Dalakchieva, "Text-independent speaker identification using neural nets and AR-models," Electron. Lett., vol. 30, no. 11, pp. 838-840, 1994.
9. T. Kohonen, "The self-organizing map," Proc. IEEE, vol. 78, no. 9, pp. 1464-1480, 1990.
10. J. Laver, S. Hiller, J. Mackenzie, and E. Rooney, "An acoustic screening system for the detection of laryngeal pathology," J. Phonetics, vol. 14, pp. 517-524, 1986.
11. L. Leinonen, J. Kangas, K. Torkkola, and A. Juvas, "Dysphonia detected by pattern recognition of the spectral composition," J. Speech & Hear. Res., vol. 35, pp. 287-295, 1992.
12. R. Lippmann, "Pattern classification using neural networks," IEEE Commun. Mag., no. 11, pp. 47-64, 1989.
13. R. Lippmann, "An introduction to computing with neural nets," IEEE Acoustics, Speech, Signal Proc. Mag., no. 4, pp. 4-22, 1987.
14. [ 14] Z.-P. Lo, Y. Yu, and B. Bavarian, "Analysis of the convergence properties of topology preserving neural networks," IEEE Trans. Neural Networks, vol. 4, pp. 207-220, 1993.
15. C. Ludlow, C. Bassich, N. Connor, D. Coulter, and Y Lee, "The validity of using phonatory jitter and shimmer to detect laryngeal pathology," Laryngeal Function in Phonation and Respiration. Boston, MA: Brown & Co., 1987, pp. 492-508.
16. E. Yumoto, "The quantitative evaluation of hoarseness. A new harmonics to noise ratio method," Archives of Otolaryngol., vol. 109, pp. 48-52, 1983.
17. M. Yunik and B. Boyanov, "Method for evaluation the noise-to-harmonics ratios in pathologic and normal voices," Acustica, vol. 70, pp. 89-91, 1990.
18. R. Eglese, "Simulated annealing: A tool for operational research," Eur. J. Operational Res., vol. 46, pp. 271-281, 1990.
19. R. Eberchart and R. Dobbins, Neural Network PC Tools. A Practical Guide. New York, NY: Academic, 1990.
20. L. Kuncheva and S. Hadjitodorov, "An RBF network with tunable function shape," Proc. 13th Int. Conf. on Pattern Recognition, Vienna, Austria, Aug. 1996, pp. 645-649.