![](/images/graphics-bg.png)
A Novel Method for Recognizing Vietnamese Voice Commands on Smartphones with Support Vector Machine and Convolutional Neural Networks
Joint Authors
Nguyen, Quang H.
Cao, Tuan-Dung
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-03-01
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Information Technology and Computer Science
Abstract EN
This paper will present a new method of identifying Vietnamese voice commands using Google speech recognition (GSR) service results.
The problem is that the percentage of correct identifications of Vietnamese voice commands in the Google system is not high.
We propose a supervised machine-learning approach to address cases in which Google incorrectly identifies voice commands.
First, we build a voice command dataset that includes hypotheses of GSR for each corresponding voice command.
Next, we propose a correction system using support vector machine (SVM) and convolutional neural network (CNN) models.
The results show that the correction system reduces errors in recognizing Vietnamese voice commands from 35.06% to 7.08% using the SVM model and 5.15% using the CNN model.
American Psychological Association (APA)
Nguyen, Quang H.& Cao, Tuan-Dung. 2020. A Novel Method for Recognizing Vietnamese Voice Commands on Smartphones with Support Vector Machine and Convolutional Neural Networks. Wireless Communications and Mobile Computing،Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1214339
Modern Language Association (MLA)
Nguyen, Quang H.& Cao, Tuan-Dung. A Novel Method for Recognizing Vietnamese Voice Commands on Smartphones with Support Vector Machine and Convolutional Neural Networks. Wireless Communications and Mobile Computing No. 2020 (2020), pp.1-9.
https://search.emarefa.net/detail/BIM-1214339
American Medical Association (AMA)
Nguyen, Quang H.& Cao, Tuan-Dung. A Novel Method for Recognizing Vietnamese Voice Commands on Smartphones with Support Vector Machine and Convolutional Neural Networks. Wireless Communications and Mobile Computing. 2020. Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1214339
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214339