Implementation of unsupervised and supervised learning systems for multilingual text categorization

被引：0

作者：

Lee, Chung-Hong ^{[1
]}

Yang, Hsin-Chang ^{[2
]}

机构：

[1] Natl Kaohsiung Univ Appl Sci, Dept Elect Engn, Kaohsiung, Taiwan

[2] Natl Univ Kaohsiung, Dept Informat Management, Kaohsiung, Taiwan

来源：

INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY, PROCEEDINGS | 2007年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we discuss the implementation of the leading supervised and unsupervised approaches for multilingual text categorization. We selected Support Vector Machines (SVV) and Latent Semantic Indexing (LSI) techniques as representatives of supervised and unsupervised methods for system implementation, respectively The preliminary results show that our platform models including both supervised and unsupervised learning methods have the potentials for multilingual text categorization.

引用

页码：377 / +

页数：2

共 50 条

[31] Enabling Supervised and Unsupervised Learning for EDA and Cybersecurity in VLSI Systems
University of Illinois at Chicago
1600,
[32] An Overview of Unsupervised Deep Feature Representation for Text Categorization
Wang, Shiping
Cai, Jinyu
Lin, Qihao
Guo, Wenzhong
IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2019, 6 (03) : 504 - 517
[33] Unsupervised Categorization of Heterogeneous Text Images Based on Fractals
Khelifi, Badreddine
Zaghden, Nizar
Alimi, Mohamed Adel
Mullot, Remy
19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 3193 - 3196
[34] Minimally-Supervised Structure-Rich Text Categorization via Learning on Text-Rich Networks
Zhang, Xinyang
Zhang, Chenwei
Dong, Xin Luna
Shang, Jingbo
Han, Jiawei
PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE 2021 (WWW 2021), 2021, : 3258 - 3268
[35] Multilingual Text Categorization Using Character N-gram
Suzuki, Makoto
Yamagishi, Naohide
Tsai, Yi-Ching
Hirasawa, Shigeichi
2008 IEEE CONFERENCE ON SOFT COMPUTING IN INDUSTRIAL APPLICATIONS SMCIA/08, 2009, : 49 - +
[36] Constrained Text Coclustering with Supervised and Unsupervised Constraints
Song, Yangqiu
Pan, Shimei
Liu, Shixia
Wei, Furu
Zhou, Michelle X.
Qian, Weihong
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2013, 25 (06) : 1227 - 1239
[37] Supervised and Unsupervised Neural Approaches to Text Readability
Martinc, Matej
Pollak, Senja
Robnik-Sikonja, Marko
COMPUTATIONAL LINGUISTICS, 2021, 47 (01) : 141 - 179
[38] Learning Unsupervised Multilingual Word Embeddings with Incremental Multilingual Hubs
Heyman, Geert
Verreet, Bregt
Vulic, Ivan
Moens, Marie-Francine
2019 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES (NAACL HLT 2019), VOL. 1, 2019, : 1890 - 1902
[39] Fast On-line Learning for Multilingual Categorization
Kovesi, Michelle
Goutte, Cyril
Amini, Massih-Reza
SIGIR 2012: PROCEEDINGS OF THE 35TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2012, : 1071 - 1072
[40] ON THE COMBINATION OF SUPERVISED AND UNSUPERVISED LEARNING
INTRATOR, N
PHYSICA A, 1993, 200 (1-4): : 655 - 661

← 1 2 3 4 5 →