Improved Emotion Recognition Using Gaussian Mixture Model and Extreme Learning Machine in Speech and Glottal Signals

作者: Hariharan Muthusamy , Kemal Polat , Sazali Yaacob

DOI: 10.1155/2015/394083

关键词:

摘要: Recently, researchers have paid escalating attention to studying the emotional state of an individual from his/her speech signals as the speech signal is the fastest and the most …

参考文章(54)
E. Moore, M.A. Clements, J.W. Peifer, L. Weisser, Critical Analysis of the Impact of Glottal Features in the Classification of Clinical Depression in Speech IEEE Transactions on Biomedical Engineering. ,vol. 55, pp. 96- 107 ,(2008) , 10.1109/TBME.2007.900562
Guang-Bin Huang, Qin-Yu Zhu, Chee-Kheong Siew, Extreme learning machine: Theory and applications Neurocomputing. ,vol. 70, pp. 489- 501 ,(2006) , 10.1016/J.NEUCOM.2005.12.126
D. Veeneman, S. BeMent, Automatic glottal inverse filtering from speech and electroglottographic signals IEEE Transactions on Acoustics, Speech, and Signal Processing. ,vol. 33, pp. 369- 377 ,(1985) , 10.1109/TASSP.1985.1164544
Z. Zivkovic, Improved adaptive Gaussian mixture model for background subtraction international conference on pattern recognition. ,vol. 2, pp. 28- 31 ,(2004) , 10.1109/ICPR.2004.479
D. Wong, J. Markel, A. Gray, Least squares glottal inverse filtering from the acoustic speech waveform IEEE Transactions on Acoustics, Speech, and Signal Processing. ,vol. 27, pp. 350- 355 ,(1979) , 10.1109/TASSP.1979.1163260
Dimitrios Ververidis, Constantine Kotropoulos, Emotional speech recognition: Resources, features, and methods Speech Communication. ,vol. 48, pp. 1162- 1181 ,(2006) , 10.1016/J.SPECOM.2006.04.003
M. Hariharan, Kemal Polat, Sazali Yaacob, A new feature constituting approach to detection of vocal fold pathology International Journal of Systems Science. ,vol. 45, pp. 1622- 1634 ,(2014) , 10.1080/00207721.2013.794905
Patrick A. Naylor, Anastasis Kounoudes, Jon Gudnason, Mike Brookes, Estimation of Glottal Closure Instants in Voiced Speech Using the DYPSA Algorithm IEEE Transactions on Audio, Speech, and Language Processing. ,vol. 15, pp. 34- 43 ,(2007) , 10.1109/TASL.2006.876878
A. Ozdas, R.G. Shiavi, S.E. Silverman, M.K. Silverman, D.M. Wilkes, Investigation of vocal jitter and glottal flow spectrum as possible cues for depression and near-term suicidal risk IEEE Transactions on Biomedical Engineering. ,vol. 51, pp. 1530- 1540 ,(2004) , 10.1109/TBME.2004.827544
Shifei Ding, Yanan Zhang, Xinzheng Xu, Lina Bao, A Novel Extreme Learning Machine Based on Hybrid Kernel Function Journal of Computers. ,vol. 8, pp. 2110- 2117 ,(2013) , 10.4304/JCP.8.8.2110-2117