Emotion recognition in speech of parents of depressed adolescents

3rd International Conference on Bioinformatics and Biomedical Engineering, iCBBE 2009

Volumn , Issue , 2009, Pages

  He, Ling ^a   Lech, Margaret ^a   Maddage, Namunu ^a   Allen, Nicholas ^b  

^a RMIT UNIVERSITY   (Australia)

^b UNIVERSITY OF MELBOURNE   (Australia)

Author keywords

Depression, TEO; Emotion recognition; GMM; Mutual information; Optimal feature selection; PNN; Speech classification

Indexed keywords

CLASSIFICATION RATES; DATA BASE; EMOTION RECOGNITION; FEATURE SELECTION; FEATURE SELECTION ALGORITHM; GAUSSIAN MIXTURE MODEL; HIGHER-DEGREE; MUTUAL INFORMATIONS; PROBABILISTIC NEURAL NETWORKS; SPEECH CLASSIFICATION; SPEECH DATA; SPEECH RECORDING; SPONTANEOUS SPEECH; TEAGER ENERGY OPERATORS;

BIOINFORMATICS; CLASSIFIERS; FACE RECOGNITION; LEARNING SYSTEMS; MAGNETOSTRICTIVE DEVICES; MATHEMATICAL OPERATORS; NEURAL NETWORKS; OPTIMIZATION; SPEECH RECOGNITION;

FEATURE EXTRACTION;

EID: 72749104389     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICBBE.2009.5162771     Document Type: Conference Paper

References (16)

1. Sheeber L, Allen N., Davis B., and Sorensen E., "Regulation of Negative Affect During Mother-Child Problem-Solving Interactions: Adolescent Depressive Status and Family Processes", Journal of Abnormal Child Psychology, vol. 28, No. 5, 2000, pp. 467-479.
2. Sheeber L, Hops H., Alpert A., Davis B., and Andrews J., "Family Support and Conflict: Prospective Relations to Adolescent Depression", Journal of Abn. Child Psychology, vol. 25, No. 4, 1997, pp. 333-344.
3. Davis B., Sheeber L, Hops H., and Tildesley E.., "Adolescent Responses to Depressive Parental Behaviors in Problem-Solving Interactions: Implications for Depressive Symptoms", Journal of Abn. Child Psychology, vol. 28, No. 5, 2000, pp. 451-465.
4. He L., Lech M., Memon S., and Allen N., 2008, "Recognition of Stress in Speech Using Wavelet Analysis and Teager Energy Operator", Interspeech 2008, 22-26 September, Brisbane, Australia.
5. Zhou, G., Hansen, J.H.L., Kaiser, J.F. 2001. Nonlinear feature based classification of speech under stress Nonlinear feature based classification of Speech under stress. Speech and Audio Processing, IEEE Transactions on 9(3): 201-216.
6. Teager, H.M., Teager, S.: 1989, "Evidence for Nonlinear Production Mechanisms in the Vocal Tract". In: NATO Advanced Study Inst. vol. 55, pp. 241-261. Kluwer Academic Publishers.
7. Hanchuan, P., L. Fuhui, et al. (2005). "Feature selection based on mutual information criteria of max-dependency, max-relevance, and minredundancy." IEEE PA&MI, 27(8): 1226-1238.
8. D. Ververidis, C. Kotropoulos, Emotional speech recognition: resources, features, and methods, Speech Communication 48 (9) (2006) 1162-1181.
9. France, D. J., R. G. Shiavi, et al. (2000). "Acoustical properties of speech as indicators of depression and suicidal risk." Biomedical Engineering, IEEE Transactions on 47(7): 829-837.
10. Cowie R., Douglas-Cowie E, Tsapatsoulis N., Votsis G., Kollias S., Fellenz W, Taylor J.G: "Emotion recognition in human-computer interaction", IEEE Signal Processing Magazine, vol. 18, no. 1, pp. 32-80, Jan. 2001.
11. Torres J., Saad A., Moore E., 2007, "Application of a GA/Baysian Filter-Wrapper Feature Selection Method to Classification of Clinical Depression from Speech Data". SCIA, ASC 39, pp.115-125.
12. Dai K., "Early diagnosis of autism through analysis of pre-speech vocalizations", ACM SIGACCESS Accessibility and Computing Issue 89, September 2007, pp. 42-46.
13. Thomas C., Kesejl V.,Rockwood K., Asp E., "Automatic Detection and Rating of Dementia of Alzheimer Type through Lexical Analysis of Spontaneous Speech", ACMA, 2005, pp. 1569-1574.
14. Cohen A.S., Dochertyn N.M. ;" Effects of positive affect on speech disorder in schizophrenia", The J. of Nervous and Mental, 2005, vol. 193, No 12,pp.839-842.
15. Gottman J.M., Krokoff L.J., 1089. "Marital interaction and satisfaction: A longitudal view". Journal of Cons and Clin Psych, 57(1), pp. 47-52.
16. Longoria N., Sheeber L., and Davis B., Living in Family Environments (LIFE) Coding. A Reference Manual for Coders. Oregon Research Institute, 2006.