Evalutation of performance of KNN, MLP and RBF classifiers in emotion detection problem;Duygu tespi̇t problemi̇nde KNN, MLP ve RBF siniflandiricilarin başarimlarinin deǧerlendi̇ri̇lmesi̇

2007 IEEE 15th Signal Processing and Communications Applications, SIU

Volumn , Issue , 2007, Pages

  Polat, Gökhan ^a   Altun, Halis ^a  

^a NIGDE UNIVERSITY   (Turkey)

Author keywords

[No Author keywords available]

Indexed keywords

EMOTION DETECTION; FEATURE GROUPS; FEATURE SETS; RBF CLASSIFIERS; RECOGNITION RATES; RESEARCH AREA;

CLASSIFIERS; FEEDFORWARD NEURAL NETWORKS; LEARNING SYSTEMS; RADIAL BASIS FUNCTION NETWORKS; SIGNAL PROCESSING;

CLASSIFICATION (OF INFORMATION);

EID: 50249096821     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SIU.2007.4298581     Document Type: Conference Paper

References (18)

1. A. Mehrabian, "Communication without words," Psychol. Today, 2, 4, 53-56, 1968.
2. H. J. M. Steeneken and J. H. L. Hansen, "Speech under stress conditions: Overview of the effect on speech production and on system performance," in Proc. ICASSP, 4, 2079-2082, 1999
3. Razak, A.A.; Komiya, R.; Izani, M.; Abidin, Z., "Comparison between fuzzy and NN method for speech emotion recognition", ICITA 2005. Third International Conference on, 1, 297 - 302 , 2005.
4. Bahtti M. W., ling Guan, "A Neural Network Approach for Human Emotion Recognition in Speech", IEEE , 2, 181-184, 2004
5. Moziconacci, "Pitch variations and emotions in speech", in ICPhS 95, 178, 1995
6. K.R. Schere, "How emotion is expressed in speech and singing" in ICPhS 1995
7. G. Klasleyer, W .F. Sendmerier, "Objective voice parameters to characterize the emotional content in speech" in 1995 ICPhS
8. J. A. Russell, "Is there universal recognition of emotion from facialexpression?," Psychol. Bull., vol. 115, no. 1, pp. 102-141, 1994.
9. Pao T.L, Chen Yu-Te, Jun-Heng Yeh and Wen-Yuan Liao, "Detecting Emotions in Mandarin Speech" Computational Linguistics and Chinese Language Processing, 10, 347-362, 2005
10. H. Mesut Meral, Hazim K. Ekenel, A. Sumru Özsoy "Tü rkçe'de Duygu Çözümlemesi" Bogaziçi Üniversitesi, (to appear) In Proceedings of 17th National Conference on Turkish Linguistics.
11. Felix Burkhardt, Astrid Paeschke, Miriam Rolfes, Walter Sendlmeier und Benjamin Weiss, "A Database of German Emotional Speech, Proceedings", Interspeech, 2005.
12. Kwon Oh-W., Chan K., Hoa J., Lee Te-W. "Emotion Recognition by Speech Signal", EUROSPEECCH, 125-128, 2003.
13. Polat G., Altun H. , "Ses Öznitelik Vektörlerinin Duygusal Durum Siniflandinlmasinda Kullanimi" Eleco2006,1,336-340, 2006
14. Hazamçebi C., Kutay F., "Yapay sinir aǧlari ile Türkiye elektrik enerjisi tüketiminin 2010 yilina kadar tahmini" Gazi Ünv. Müh. Mim Fak. Dergisi, 19, 3, 227, 233, 2004
15. Bolat B. , "Kamişli enstrüman seslerinin istatistiksel sinir ag7caron;lari ile taninmasi" Mühendislik ve Fen Bilimleri Dergisi, Sigma, 2, 36-42, , 2005
16. Hacioǧlu A. , "Hizli evrimsel eniyileme için yapay sinir aǧi kullanilmasi", Havacilik ve Uzay Teknolojileri Dergisi, 2, 3, 1-8, 2006
17. Haykin S., "Neural Network; A Comprehensive Foundation," Prentice Hall, 1999.
18. Julia, F.N. Iflekharuddin, K.M., "Detection of Emotional Expressions in Speech" , Southeast Con., Proceedings of the IEEE, 307- 312, 2006.