Using HMM to Detect Speakers with Severe Obstructive Sleep Apnoea Syndrome

  1. Benavides, Ana Montero
  2. Blanco, José Luis
  3. Fernández, Alejandra
  4. Pozo, Rubén Fernandez
  5. Toledano, Doroteo Torre
  6. Gómez, Luis Hernández
Book:
Communications in Computer and Information Science

ISSN: 1865-0929 1865-0937

ISBN: 9783642352911 9783642352928

Year of publication: 2012

Pages: 121-128

Type: Book chapter

DOI: 10.1007/978-3-642-35292-8_13 GOOGLE SCHOLAR lock_openOpen access editor

Bibliographic References

  • Eliot, S., Janita, L., Cheryl, B., Carole, L.: Transit time as a measure of arousal and respiratory effort in children with sleep-disorder breathing. Pediatric Research 53, 580 (2003)
  • Redline, S., Kump, K., Tishler, P.V., Browner, I., Ferrette, V.: Gender differences in sleep disordered breathing in a community-based sample. American Journal of Respiratory and Critical Care Medicine 149, 722 (1994)
  • Block, A.J., Boysen, P.G., Wynne, J.W., Hunt, L.A.: Sleep apnea, hypopnea and oxygen desaturation in normal subjects. New England Journal of Medicine 300, 513 (1979)
  • Young, T., Palta, M., Dempsey, J., Skatrud, J., Weber, S., Badr, S.: The occurrence of sleep-disordered breathing among middle-aged adults. New England Journal of Medicine 328, 1230 (1993)
  • Bahammam, A., Delaive, K., Ronald, J., Manfreda, J., Roos, L., Kryger, M.H.: Health care utilization in males with obstructive sleep apnea syndrome two years after diagnosis and treatment. Sleep 22, 740 (1999)
  • He, J., Kryger, M.H., Zorick, F.J., Conway, W., Roth, T.: Mortality and apnea index in obstructive sleep apnea. Experience in 385 male patients. Chest 94, 9 (1988)
  • Coccagna, G., Pollini, A., Provini, F.: Cardiovascular disorders and obstructive sleep apnea syndrome (2006)
  • Lloberes, P., Levy, G., Descals, C., Sampol, G., Roca, A., Sagales, T., de la Calzada, M.D.: Self-reported sleepiness while driving as a risk factor for traffic accidents in patients with obstructive sleep apnoea syndrome and in non-apnoeic snorers (2000)
  • Puertas, F., Pin, G., María, J., Durán, J.: Documento de consenso nacional sobre el síndrome de apneas-hipopneas del sueño (SAHS), grupo Español De Sueño, GES (2005)
  • Ayappa, I., Rapoport, D.M.: The upper airway in sleep: physiology of the pharynx (2003)
  • Lan, Z., Itoi, A., Takashima, M., Oda, M., Tomoda, K.: Difference of pharyngeal morphology and mechanical property between OSAHS patients and normal subjects. Auris Nasus Larynx 33, 433 (2006)
  • Fox, A.W., Monoson, P.K., Morgan, C.D.: Speech dysfunction of obstructive sleep apnea. A discriminant analysis of its descriptors. Chest 96, 589 (1989)
  • Blanco, J.L., Fernández, R., Pardo, D.D., Hernández, L., López, E., Toledano, D.T.: Apnoea voice characterization through vowel sounds analysis using Generative Gaussian Mixture Models. AVFA (2009)
  • Fernández, R., Blanco, J.L., Hernández, L., López, E., Alcázar, J., Toledano, D.T.: Assessment of severe apnoea through voice analysis, automatic speech, and speaker recognition techniques. EURASIP J. Adv. Signal Process 6, 1 (2009)
  • Fernández, R., Blanco, J.L., Pardo, D.D., Hernández, L.A., López, E., Alcázar, J.: Early Detection of Severe Apnoea through Voice Analysis and Automatic Speaker Recognition Techniques. In: Fred, A., Filipe, J., Gamboa, H. (eds.) BIOSTEC 2009. CCIS, vol. 52, pp. 245–257. Springer, Heidelberg (2010)
  • Fernández, R., Hernández, L.A., López, E., Alcázar, J., Portillo, G., Toledano, D.T.: Design of a multimodal database for research on automatic detection of severe apnoea cases. In: Proceedings of the Sixth International Conference on Language Resources and Evaluation (LREC 2008), European Language Resources Association (ELRA), Marrakech (2008)
  • Young, S.J., Kershaw, D., Odell, J., Ollason, D., Valtchev, V., Woodland, P.: The HTK Book Version 3.4. Cambridge University Press (2006)
  • Blouet, R., Mokbel, C., Mokbel, H., Sanchez Soto, E., Chollet, G., Greige, H.: BECARS: A Free Software for Speaker Verification, pp. 145–148. ODYSSEY (2004)
  • Moreno, A., Poch, D., Bonafonte, A., Lleida, E., Llisterri, J., Mariño, J.B., Nadeu, C.: Albayzín speech database: Design of the phonetic corpus. In: Proceedings of the 3rd European Conference on Speech Communication and Technology, Eurospeech 1993, vol. I, p. 175 (1993)