Arabic Text Categorization Using SVM Active Learning Technique : An Overview

被引：0

作者：

Goudjil, Mohamed ^{[1
]}

Koudil, Mouloud ^{[2
]}

Hammami, Nacereddine ^{[1
]}

Bedda, Mouldi ^{[1
]}

Alruily, Meshrif ^{[1
]}

机构：

[1] Al Jouf Univ, Fac Comp Sci & Informat, Sakaka, Saudi Arabia

[2] Ecole Natl Super Informatique ESi, Oued Smar, Algeria

来源：

WORLD CONGRESS ON COMPUTER & INFORMATION TECHNOLOGY (WCCIT 2013) | 2013年

关键词：

Arabic text classification; support vector machine (SVM); Active learning; Batch-mode active learning; pool-based active learning;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Support vector machine is one of the famous techniques used in active learning to reduce the data labeling effort in different fields of pattern recognition. Most of the studies on applying active learning methods to automatic text classification focused on requesting the label of a single unlabeled document in each iteration. In this paper, we present a novel batch mode active learning using SVM for Arabic text classification.

引用

页数：2

共 50 条

[1] The Automated Arabic Text Categorization Using SVM and KNN
Hadi, Wa'el Musa
Eljinini, Mohammad Ali H.
Alhawari, Samer
[J]. KNOWLEDGE MANAGEMENT AND INNOVATION: A BUSINESS COMPETITIVE EDGE PERSPECTIVE, VOLS 1-3, 2010, : 757 - +
[2] Arabic Text Categorization using Machine Learning Approaches
Alshammari, Riyad
[J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2018, 9 (03) : 226 - 230
[3] Automatic Arabic Text Categorization using Bayesian Learning
Kadhim, Mahmood H.
Omar, Nazlia
[J]. 2012 7TH INTERNATIONAL CONFERENCE ON COMPUTING AND CONVERGENCE TECHNOLOGY (ICCCT2012), 2012, : 415 - 419
[4] Machine learning for Arabic text categorization
Duwairi, Rehab M.
[J]. JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2006, 57 (08): : 1005 - 1010
[5] A New and Efficient Stemming Technique for Arabic Text Categorization
Hadni, M.
Lachkar, A.
Alaoui Ouatik, S.
[J]. 2012 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS), 2012, : 791 - 796
[6] Active learning using localized generalization error for text categorization
Yeung, Daniel S.
Zhang, Ying
Ng, Wing W. Y.
Chen, Qing-Cai
[J]. PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 2686 - +
[7] A Hybrid BSO-Chi2-SVM Approach to Arabic Text Categorization
Belkebir, Riadh
Guessoum, Ahmed
[J]. 2013 ACS INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2013,
[8] A Novel Active Learning Method Using SVM for Text Classification
Mohamed Goudjil
Mouloud Koudil
Mouldi Bedda
Noureddine Ghoggali
[J]. Machine Intelligence Research, 2018, 15 (03) : 290 - 298
[9] A Novel Active Learning Method Using SVM for Text Classification
Goudjil M.
Koudil M.
Bedda M.
Ghoggali N.
[J]. International Journal of Automation and Computing, 2018, 15 (03) : 290 - 298
[10] Improving Arabic Text Categorization using Decision Trees
Harrag, Fouzi
El-Qawasmeh, Eyas
Pichappan, Pit
[J]. NDT: 2009 FIRST INTERNATIONAL CONFERENCE ON NETWORKED DIGITAL TECHNOLOGIES, 2009, : 110 - +

← 1 2 3 4 5 →