Application of Convolutional Neural Network in Natural Language Processing

被引:0
作者
Wang, Wei [1 ]
Gang, Jianxun [1 ]
机构
[1] Mil Acad Sci, Beijing, Peoples R China
来源
PROCEEDINGS OF 2018 INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS AND COMPUTER AIDED EDUCATION (ICISCAE 2018) | 2018年
关键词
Natural language processing; Convolution neural network; Applications;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Convolutional neural network (Convolutionl Neural Network, CNN) is a multiple-layer neural network method to learn hierarchical characteristic of data. In recent years, CNN has developed rapidly in the design and calculation of natural language processing (NLP). This paper introduces the principles models and applications of CNN in natural language processing tasks and presents some personal insights into the use of CNN methods in NLP task processing.
引用
收藏
页码:64 / 70
页数:7
相关论文
共 36 条
[1]   Convolutional Neural Networks for Speech Recognition [J].
Abdel-Hamid, Ossama ;
Mohamed, Abdel-Rahman ;
Jiang, Hui ;
Deng, Li ;
Penn, Gerald ;
Yu, Dong .
IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2014, 22 (10) :1533-1545
[2]  
[Anonymous], 2016, arXiv preprint arXiv:1610.08815
[3]  
[Anonymous], 2014, P 23 ACM INT C C INF, DOI DOI 10.1145/2661829.2661935
[4]  
[Anonymous], 2011, Proceedings of the Conference on Empirical Methods in Natural Language Processing, EMNLP '11
[5]  
[Anonymous], 2015, ADV NEURAL INFORM PR
[6]  
[Anonymous], ARXIV160902748
[7]  
[Anonymous], 2011, IJCAI
[8]  
Bengio Y, 2001, ADV NEUR IN, V13, P932
[9]   Latent Dirichlet allocation [J].
Blei, DM ;
Ng, AY ;
Jordan, MI .
JOURNAL OF MACHINE LEARNING RESEARCH, 2003, 3 (4-5) :993-1022
[10]   Jumping NLP Curves: A Review of Natural Language Processing Research [J].
Cambria, Erik ;
White, Bebo .
IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2014, 9 (02) :48-57