Title :
Arabic Text-Dependent Speaker Verification for Mobile Devices Using Artificial Neural Networks
Author :
Alarifi, Abdulrahman ; Alkurtass, Issa ; Al-Salman, AbdulMalik S.
Author_Institution :
Comput. Res. Inst., King Abdulaziz City for Sci. & Technol., Riyadh, Saudi Arabia
Abstract :
Speaker verification is one of the biometric verification techniques used to verify the claimed identity of a speaker. It is mainly applied for security reasons and managing users´ authentication. Voiceprint can be used as a unique password of the user to prove his/her identity. In this paper, we propose a new Arabic text-dependent speaker verification system for mobile devices using artificial neural networks (ANN) to recognize authorized user and unlock devices for him/her. We describe system components and demonstrate how it works. We present the performance of our system and analyze its results.
Keywords :
authorisation; biometrics (access control); message authentication; mobile computing; mobile handsets; natural language processing; neural nets; speaker recognition; Arabic text-dependent speaker verification; artificial neural networks; authorized user recognition; biometric verification techniques; mobile devices; security reasons; speaker claimed identity; system components; unique password; user authentication; voiceprint; Accuracy; Artificial neural networks; Feature extraction; Mobile handsets; Spectrogram; Speech; Training; Authentication; Mobile; Speaker verification; component; neural network;
Conference_Titel :
Machine Learning and Applications and Workshops (ICMLA), 2011 10th International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4577-2134-2
DOI :
10.1109/ICMLA.2011.168