新兴经济体中使用移动电话网络的基于多语言语音密码的用户认证

A. Das, O. K. Manyam, Makarand Tapaswi, Veeresh Taranalli
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引用次数: 18

摘要

手机在改变印度等新兴经济体的社会经济格局方面发挥着重要作用。适当的基于语音的用户认证将有助于许多新的基于移动的应用程序,包括移动电子商务和银行。我们提出了我们的探索和评估的实验设置用户身份验证在偏远的印度村庄使用移动电话和用户选择的多语言语音密码。我们还提出了一种有效的说话人识别方法,该方法使用一组称为压缩特征动力学(CFD)的新特征,从语音密码中包含的语音动态中有效地捕获说话人身份。早期试验证明了该方法在处理手机语音噪声方面的有效性。与传统的依赖文本的说话人识别方法相比,所提出的CFD方法在显著降低存储和计算复杂度的同时,提供了具有竞争力的性能——这一优势对基于手机的用户身份验证系统的部署非常有利。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multilingual spoken-password based user authentication in emerging economies using cellular phone networks
Mobile phones are playing an important role in changing the socio-economic landscapes of emerging economies like India. A proper voice-based user authentication will help in many new mobile based applications including mobile-commerce and banking. We present our exploration and evaluation of an experimental set-up for user authentication in remote Indian villages using mobile phones and user-selected multilingual spoken passwords. We also present an effective speaker recognition method using a set of novel features called Compressed Feature Dynamics (CFD) which capture the speaker-identity effectively from the speech dynamics contained in the spoken passwords. Early trials demonstrate the effectiveness of the proposed method in handling noisy cell-phone speech. Compared to conventional text-dependent speaker recognition methods, the proposed CFD method delivers competitive performance while significantly reducing storage and computational complexity - an advantage highly beneficial for cell-phone based deployment of such user authentication systems.
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