Work place: Department of Computer Science at Sam Houston State University, Huntsville, TX, USA
E-mail: vcg006@shsu.edu
Website:
Research Interests: Neural Networks, Computer Architecture and Organization, Network Architecture, Network Security, Data Structures and Algorithms, Programming Language Theory
Biography
Valentin Gazeau: PhD student for Digital and Cyber Forensics program at Sam Houston State University. His major research areas are programming languages, neural network, and language and speaker identification.
By Valentin Gazeau Cihan Varol
DOI: https://doi.org/10.5815/ijitcs.2018.08.02, Pub. Date: 8 Aug. 2018
Translation has become very important in our generation as people with completely different cultures and languages are networked together through the Internet. Nowadays one can easily communicate with anyone in the world with the services of Google Translate and/or other translation applications. Humans can already recognize languages that they have priory been exposed to. Even though they might not be able to translate, they can have a good idea of what the spoken language is. This paper demonstrates how different Neural Network models can be trained to recognize different languages such as French, English, Spanish, and German. For the training dataset voice samples were choosed from Shtooka, VoxForge, and Youtube. For testing purposes, not only data from these websites, but also personally recorded voices were used. At the end, this research provides the accuracy and confidence level of multiple Neural Network architectures, Support Vector Machine and Hidden Markov Model, with the Hidden Markov Model yielding the best results reaching almost 70 percent accuracy for all languages.
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