Multi-Label Text Classification Based on Shared Semantic SpaceChinese Full TextEnglish Full Text (MT)
SUN Kun;QIN Bowen;SANG Jitao;YU Jian;School of Computer and Information Technology, Beijing Jiaotong University;
Abstract: In the multi-label text classification task, each given document corresponds to a set of related labels. At present, it mainly faces the following three problems:(1)the joint modeling of label-text and label-label relationships is inadequate;(2)the semantic mining of the label itself is insufficient;(3)the utilization of the internal structure information of the label is ignored. To solve the above problems, this study proposes a multi-label text classification method based on joint attention an... More
Keywords:
multi-label text classification; attention mechanism; label representation; pre-trained model; semantic embedding;
- Series:
(I) Electronic Technology & Information Science
- Subject:
Computer Software and Application of Computer
- Classification Code:
TP391.1
- Mobile Reading
Read on your phone instantly
Step 1
Scan QR Codes
"Mobile CNKI-CNKI Express" App
Step 2
Open“CNKI Express”
and click the scan icon in the upper left corner of the homepage.
Step 3
Scan QR Codes
Read this article on your phone.
- Download
- Online Reading
- BETABETAEnglish HTML (MT)
- AI Summary

Download the mobile appuse the app to scan this coderead the article.
Tips: Please download CAJViewer to view CAJ format full text.
Download: 573 Page: 100-105 Pagecount: 6 Size: 1338K
Citation Network
Related Literature
- Similar Article
- Reader Recommendation
- Associated Author
- [1]基于标签语义注意力的多标签文本分类[J]. 肖琳,陈博理,黄鑫,刘华锋,景丽萍,于剑. 软件学报. 2020(04)
- [2]融合双通道标签语义的多标签文本分类模型[J]. 冯心昊,吕学强,马登豪,滕尚志,田晶晶. 北京信息科技大学学报(自然科学版). 2024(04)
- [3]基于层级图标签表示网络的多标签文本分类[J]. 徐江玲,陈兴荣. 计算机应用研究. 2024(02)
- [4]基于在线问诊文本信息的医生标签自动生成研究[J]. 孟秋晴,熊回香,童兆莉,叶佳鑫. 情报科学. 2020(05)
- [5]基于语义空间注意力与对比学习的多标签分类[J]. 王孙宾,王典,黄俊. 重庆工商大学学报(自然科学版).
- [6]融合标签层级结构的文本分类[J]. 刘瀚锴,黄贤英,朱小飞,付朝燕. 山西大学学报(自然科学版). 2022(02)
- [7]用于多标签文本分类的深度模块化标签注意网络[J]. 田小瑜,秦永彬,黄瑞章,陈艳平. 山西大学学报(自然科学版). 2023(03)
- [8]采用标签组合与融合注意力的多标签文本分类[J]. 邬鑫珂,孙俊,李志华. 计算机工程与应用. 2023(06)
- [9]融合标签相关性的高校学生情感分析模型[J]. 王曙燕,施正文. 西安邮电大学学报. 2024(05)
- [10]层级标签语义引导的极限多标签文本分类策略[J]. 王嫄,徐涛,王世龙,周宇博,史艳翠. 中文信息学报. 2021(10)