An Improved Centroid-based Approach for Multi-label Classification of Web Pages by Genre

被引：0
|
作者：
Jebari, Chaker [1 ]
机构：
[1] Coll Appl Sci, Ibri, Oman
来源：
2011 23RD IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2011) | 2011年
关键词：
multi-label classification; incremental classification; genre centroid; centroid adjustement; noise web page;
D O I：
10.1109/ICTAI.2011.142
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 propose an improved multi-label approach to classify web pages by genre. Our approach provides a multi-label classification scheme in which a web page can be assigned to more than one genre. To deal with the rapid evolution of web genres, our approach implements an incremental centroid-based classification scheme. Conducted experiments on a multi-labeled corpus of web pages show that our approach provides good results.
引用
收藏
页码：889 / 890
页数：2
相关论文
共 50 条
  • [21] Centroid-Based Classification of Categorical Data
    Chen, Lifei
    Guo, Gongde
    WEB-AGE INFORMATION MANAGEMENT, WAIM 2014, 2014, 8485 : 472 - 475
  • [22] An Improved Multi-label Classification Based on Label Ranking and Delicate Boundary SVM
    Chen, Benhui
    Gu, Weifeng
    Hu, Jinglu
    2010 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS IJCNN 2010, 2010,
  • [23] Evaluating multimodal strategies for multi-label movie genre classification
    Paulino, Marco Aurelio D.
    Costa, Yandre M. G.
    Feltrim, Valeria D.
    2022 29TH INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING (IWSSIP), 2022,
  • [24] An improved multi-label classification algorithm BRkNN
    Geng, Xia
    Tang, Yujia
    Zhu, Yuquan
    Cheng, Geng
    Journal of Information and Computational Science, 2014, 11 (16): : 5927 - 5936
  • [25] A Multi-Label Classification Approach Based on Correlations Among Labels
    Alazaidah, Raed
    Thabtah, Fadi
    Al-Radaideh, Qasem
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2015, 6 (02) : 52 - 59
  • [26] An improvement of centroid-based classification algorithm for text classification
    Cataltepe, Zehra
    Aygun, Eser
    2007 IEEE 23RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING WORKSHOP, VOLS 1-2, 2007, : 952 - 956
  • [27] Multi-Label Classification Based on Associations
    Alazaidah, Raed
    Samara, Ghassan
    Almatarneh, Sattam
    Hassan, Mohammad
    Aljaidi, Mohammad
    Mansur, Hasan
    APPLIED SCIENCES-BASEL, 2023, 13 (08):
  • [28] A Mixture Approach for Multi-Label Document Classification
    Tsai, Shian-Chi
    Jiang, Jung-Yi
    Lee, Shie-Jue
    INTERNATIONAL CONFERENCE ON TECHNOLOGIES AND APPLICATIONS OF ARTIFICIAL INTELLIGENCE (TAAI 2010), 2010, : 387 - 391
  • [29] Enhancing Multi-Label Music Genre Classification Through Ensemble Techniques
    Sanden, Chris
    Zhang, John Z.
    PROCEEDINGS OF THE 34TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR'11), 2011, : 705 - 714
  • [30] A Graphical Model Approach for Multi-Label Classification
    Cetiner, Meltem
    Akgul, Yusuf Sinan
    INFORMATION SCIENCES AND SYSTEMS 2014, 2014, : 61 - 67
12345