Title :
Automatic speech recognition of the Mixtec language: An ubiquitous computing application
Author :
Caballero-Morales, S. ; Trujillo-Romero, F.
Author_Institution :
Postgrad. Div., Technol. Univ. of the Mixteca, Huajuapan de León, Mexico
Abstract :
In this work we present the implementation by means of ubiquitous computing of an Automatic Speech Recognizer (ASR) for the Mixtec language. This is proposed as a key development for future speech translation systems between the Mixtec and the Spanish languages in remote communities. The core of the ASR system was built with Hidden Markov Models (HMMs) and the management of its resources was performed with an interface developed with MATLAB. The interface was integrated with scripts that allowed remote access to the ASR by means of the MLConnect for Android devices with Wi-Fi connection. Experiments performed with a smartphone and a tablet PC, both inside a building, showed fast accessibility and word recognition accuracies over 92% for non-native speakers.
Keywords :
hidden Markov models; language translation; natural language processing; notebook computers; smart phones; speaker recognition; ubiquitous computing; wireless LAN; ASR; Android devices; HMM; MLConnect; Mixtec language; Spanish languages; Wi-Fi connection; automatic speech recognition; hidden Markov models; nonnative speakers; remote access; remote communities; smartphone; speech translation systems; tablet PC; ubiquitous computing application; word recognition accuracies; Hidden Markov models; MATLAB; Mobile handsets; Performance evaluation; Servers; Speech; Speech recognition; Automatic Speech Recognition; Mixtec Language; Ubiquitous Computing;
Conference_Titel :
Electronics, Communications and Computing (CONIELECOMP), 2013 International Conference on
Conference_Location :
Cholula
Print_ISBN :
978-1-4673-6156-9
DOI :
10.1109/CONIELECOMP.2013.6525767