Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks

doi:10.1145/3388970

	Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks
	Hao, Ming 1; Xu, Bo2 ; Liang, Jing-Yi 3; Zhang, Bo-Wen 4; Yin, Xu-Cheng 1
发表期刊	ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING
ISSN	2375-4699
	2020-08-01
卷号	19 期号:5 页码:13
通讯作者	Yin, Xu-Cheng(xuchengyin@ustb.edu.cn)
摘要	The methods based on the combination of word-level and character-level features can effectively boost performance on Chinese short text classification. A lot of works concatenate two-level features with little processing, which leads to losing feature information. In this work, we propose a novel framework called Mutual-Attention Convolutional Neural Networks, which integrates word and character-level features without losing too much feature information. We first generate two matrices with aligned information of two-level features by multiplying word and character features with a trainable matrix. Then, we stack them as a three-dimensional tensor. Finally, we generate the integrated features using a convolutional neural network. Extensive experiments on six public datasets demonstrate improved performance of our new framework over current methods.
关键词	Short text classification word-level and character-level feature integration mutual-attention convolutional neural networks
DOI	10.1145/3388970
收录类别	SCI
语种	英语
资助项目	Beijing University of Science and Technology Innovation Talents Fund Project
项目资助者	Beijing University of Science and Technology Innovation Talents Fund Project
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000582617800001
出版者	ASSOC COMPUTING MACHINERY
引用统计	被引频次：17[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/42582
专题	复杂系统认知与决策实验室_听觉模型与认知计算数字内容技术与服务研究中心
通讯作者	Yin, Xu-Cheng
作者单位	1.Univ Sci & Technol Beijing, 30 Xueyuan Rd, Haidian Qu 100083, Beijing Shi, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100091, Peoples R China 3.China Univ Geosci, 388 Lumo Rd, Wuhan Shi 430074, Hubei, Peoples R China 4.Alibaba Grp, 699 Wangshang Rd, Hangzhou Shi 311121, Zhejiang, Peoples R China
推荐引用方式 GB/T 7714	Hao, Ming,Xu, Bo,Liang, Jing-Yi,et al. Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks[J]. ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING,2020,19(5):13.
APA	Hao, Ming,Xu, Bo,Liang, Jing-Yi,Zhang, Bo-Wen,&Yin, Xu-Cheng.(2020).Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks.ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING,19(5),13.
MLA	Hao, Ming,et al."Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks".ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING 19.5(2020):13.