Speaker verification with optimized feature subset using MOBA
作者： P. Vijaya Bhaskar Reddy , Siva Prasad Nandyala , J. Sirisha Devi
DOI: 10.1109/DISCOVER.2016.7806242
关键词:
摘要: In speech processing for speaker verification, feature subset selection is one of the key components. Feature Subset Selection (FS) also played a vital role in fields like pattern recognition, image processing, data mining, and gene selection. real world problem related to domain, sample contains large number relevant irrelevant features. To increase verification rate, needs use optimization technique after extraction technique. The ultimate goal select most features error free optimized classification domain. this regard novel algorithm proposed using Bat Multi Objective Optimization Results experiment shows surpassed accuracy rates shown by conventional systems.
sci-hub.se 参考文章(16)
Rosa González Hautamäki, Tomi Kinnunen, Ville Hautamäki, Anne-Maria Laukkanen, Automatic versus human speaker verification: The case of voice mimicry Speech Communication. ,vol. 72, pp. 13- 31 ,(2015) , 10.1016/J.SPECOM.2015.05.002
Junghye Lee, Kyeol Chang, Chi-Hyuck Jun, Rae-Kwang Cho, Hoeil Chung, Hyeseon Lee, Kernel-based calibration methods combined with multivariate feature selection to improve accuracy of near-infrared spectroscopic analysis Chemometrics and Intelligent Laboratory Systems. ,vol. 147, pp. 139- 146 ,(2015) , 10.1016/J.CHEMOLAB.2015.08.009
K V Krishna Kishore, Syed. Sharrefaunnisa, S. Venkatramaphanikumar, An efficient text dependent speaker recognition using fusion of MFCC and SBC international conference on futuristic trends on computational analysis and knowledge management. pp. 18- 22 ,(2015) , 10.1109/ABLAZE.2015.7154960
Abdolreza Rashno, Seyed Mohammad Ahadi, Manoochehr Kelarestaghi, Text-independent speaker verification with ant colony optimization feature selection and support vector machine international conference on pattern recognition. pp. 1- 5 ,(2015) , 10.1109/PRIA.2015.7161639
Ahmed Al-Ani, Ant Colony Optimization for Feature Subset Selection. WEC (2). pp. 35- 38 ,(2005)
Xin‐She Yang, Amir Hossein Gandomi, Bat algorithm: a novel approach for global engineering optimization Engineering Computations. ,vol. 29, pp. 464- 483 ,(2012) , 10.1108/02644401211235834
M. Afzal Hossan, Mark A. Gregory, Speaker recognition utilizing distributed DCT-II based Mel frequency cepstral coefficients and fuzzy vector quantization International Journal of Speech Technology. ,vol. 16, pp. 103- 113 ,(2013) , 10.1007/S10772-012-9166-0
In-Hee Lee, Gerald H Lushington, Mahesh Visvanathan, A filter-based feature selection approach for identifying potential biomarkers for lung cancer Journal of Clinical Bioinformatics. ,vol. 1, pp. 11- 11 ,(2011) , 10.1186/2043-9113-1-11
Esra Saraç, Selma Ayşe Özel, An ant colony optimization based feature selection for web page classification. The Scientific World Journal. ,vol. 2014, pp. 649260- 649260 ,(2014) , 10.1155/2014/649260
J. Sirisha Devi, Srinivas Yarramalle, Multi Objective Optimization Problem resolution based on Hybrid Ant-Bee Colony for Text Independent Speaker Verification International Journal of Modern Education and Computer Science. ,vol. 7, pp. 55- ,(2015)