TY - GEN
T1 - Multi-label Text Classification and Text Adversarial Attack
AU - Song, Yingxin
AU - Liu, Zhenyan
AU - Zhang, Chunxia
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Multi-label classification is an extension of multi-class classification. For multi-label problem, each instance may not be restricted to have only one label. In this paper, the methods to solve multi-label classification are divided into four aspects which are binary relevance method, label combination method, classifier chain and ensemble classifier chain. In order to enhance the performance of the text classifier, text adversarial attack should be used to enrich the training dataset. Thus, the related works with text adversarial attack are also introduced. In the end, we also explore some potential future issues in multi-label text classification and text adversarial attack.
AB - Multi-label classification is an extension of multi-class classification. For multi-label problem, each instance may not be restricted to have only one label. In this paper, the methods to solve multi-label classification are divided into four aspects which are binary relevance method, label combination method, classifier chain and ensemble classifier chain. In order to enhance the performance of the text classifier, text adversarial attack should be used to enrich the training dataset. Thus, the related works with text adversarial attack are also introduced. In the end, we also explore some potential future issues in multi-label text classification and text adversarial attack.
UR - http://www.scopus.com/inward/record.url?scp=85124377008&partnerID=8YFLogxK
U2 - 10.1109/ICAA53760.2021.00098
DO - 10.1109/ICAA53760.2021.00098
M3 - Conference contribution
AN - SCOPUS:85124377008
T3 - Proceedings - 2021 International Conference on Intelligent Computing, Automation and Applications, ICAA 2021
SP - 532
EP - 536
BT - Proceedings - 2021 International Conference on Intelligent Computing, Automation and Applications, ICAA 2021
A2 - Wang, Hongzhi
A2 - Lin, Hong
A2 - Qin, Zhiliang
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 International Conference on Intelligent Computing, Automation and Applications, ICAA 2021
Y2 - 25 June 2021 through 27 June 2021
ER -