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Chinese Short Text Classification with Mutual-Attention Convolutional Neural Networks

文献类型：期刊论文

作者Hao, Ming2; Xu, Bo3; Liang, Jing-Yi4; Zhang, Bo-Wen1; Yin, Xu-Cheng2
刊名ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING
出版日期2020-08-01
卷号19期号:5页码:13
关键词Short text classification word-level and character-level feature integration mutual-attention convolutional neural networks
ISSN号2375-4699
DOI10.1145/3388970
通讯作者Yin, Xu-Cheng(xuchengyin@ustb.edu.cn)
英文摘要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.
资助项目Beijing University of Science and Technology Innovation Talents Fund Project
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000582617800001
出版者ASSOC COMPUTING MACHINERY
资助机构Beijing University of Science and Technology Innovation Talents Fund Project
源URL[http://ir.ia.ac.cn/handle/173211/42581]  
专题数字内容技术与服务研究中心_听觉模型与认知计算
自动化研究所_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.Alibaba Grp, 699 Wangshang Rd, Hangzhou Shi 311121, Zhejiang, Peoples R China
2.Univ Sci & Technol Beijing, 30 Xueyuan Rd, Haidian Qu 100083, Beijing Shi, Peoples R China
3.Chinese Acad Sci, Inst Automat, Beijing 100091, Peoples R China
4.China Univ Geosci, 388 Lumo Rd, Wuhan Shi 430074, Hubei, 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.

入库方式： OAI收割

来源：自动化研究所

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