Deep learning;
Game theory;
Neural network;
Speech recognition;
Intelligent software;
System framework;
D O I:
10.1007/s10772-020-09722-x
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
With the rapid development of Internet technology, network assisted instruction system develops rapidly. Speech recognition is a technology that transforms the speech from human beings into words or symbols. From the acoustic feature extraction 40 years ago to the automatic speech recognition system based on deep neural network, speech recognition technology has been gradually improved. Speech recognition algorithm based on neural network has great potential and is an effective way to solve the bottleneck problem of existing speech recognition algorithm. In this paper, the deep neural network and game theory are combined to reduce the dimension of the model by singular value decomposition and reconstruction, in order to reduce the amount of data and improve the accuracy of the experiment. The proposed framework is implemented on the Android system to validate the performance. Compared with the state-of-the-art methodologies, the proposed system can effectively recognize the speech information and extract the information structure.
机构:
Shenyang City Univ, Sch Film & Televis Media, Shenyang 110112, Liaoning, Peoples R ChinaShenyang City Univ, Sch Film & Televis Media, Shenyang 110112, Liaoning, Peoples R China
机构:
Changchun Univ Chinese Med, Coll Basic Med, Changchun 130117, Peoples R ChinaChangchun Univ Chinese Med, Coll Basic Med, Changchun 130117, Peoples R China
Xing, Tianye
Wang, Yidan
论文数: 0引用数: 0
h-index: 0
机构:
Changchun Univ Technol, Coll Humanities 8 Informat, Dept Informat Engn, Changchun 130122, Peoples R ChinaChangchun Univ Chinese Med, Coll Basic Med, Changchun 130117, Peoples R China
Wang, Yidan
Liu, Yingxue
论文数: 0引用数: 0
h-index: 0
机构:
Monash Univ, Dept Civil Engn, Wellington Rd, Clayton, Vic 3800, AustraliaChangchun Univ Chinese Med, Coll Basic Med, Changchun 130117, Peoples R China
Liu, Yingxue
Wu, Qi
论文数: 0引用数: 0
h-index: 0
机构:
Shangfan Sch Culture & Arts Co Ltd, Tiedong 136099, Jilin Siping, Peoples R ChinaChangchun Univ Chinese Med, Coll Basic Med, Changchun 130117, Peoples R China
Wu, Qi
Ma, Rong
论文数: 0引用数: 0
h-index: 0
机构:
Baoding Surveying & Mapping Ctr House, Baoding Diangu Technol Ctr, 3-B-403, Baoding, Hebei, Peoples R ChinaChangchun Univ Chinese Med, Coll Basic Med, Changchun 130117, Peoples R China
Ma, Rong
Shang, Xiaoling
论文数: 0引用数: 0
h-index: 0
机构:
Changchun Univ Chinese Med, Coll Basic Med, Changchun 130117, Peoples R ChinaChangchun Univ Chinese Med, Coll Basic Med, Changchun 130117, Peoples R China
机构:
Jiangsu Maritime Inst Sch Int Educ, Nanjing 211170, Jiangsu, Peoples R ChinaJiangsu Maritime Inst Sch Int Educ, Nanjing 211170, Jiangsu, Peoples R China