Hierarchical text categorization model based on Fuzzy Cognitive Maps

被引:0
|
作者
Zhang, Weijuan [1 ]
Li, Zhixian [1 ]
Zhang, Guiyun [1 ]
机构
[1] Tianjin Normal Univ, Comp & Informat Engn Coll, Tianjin, Peoples R China
来源
2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES: ITESS 2008, VOL 2 | 2008年
关键词
Fuzzy Cognitive Maps(FCMs); text categorization; hierarchical;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Text categorization is an important direction of information processing, and now there are many methods of text categorization, such as Bayesian probabilistic models, Vector Space Model, K-Nearest Neighbor and so on. This paper proposed a Hierarchical model of text categorization based on Fuzzy Cognitive Maps, namely, using Fuzzy Cognitive Maps (FCMs) and the thoughts of decomposition to realize hierarchical text categorization. In that way, it can largely decrease scale and complexity, and increase categorization efficiency.
引用
收藏
页码:611 / 614
页数:4
相关论文
共 50 条
  • [41] A general fuzzy-based framework for text representation and its application to text categorization
    Doan, Son
    Ha, Quang-Thuy
    Horiguchi, Susumu
    FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PROCEEDINGS, 2006, 4223 : 611 - 620
  • [42] Multiple label text categorization on a hierarchical thesaurus
    Ribadas, Francisco J.
    Lloves, Erica
    Darriba, Victor M.
    COMPUTER AIDED SYSTEMS THEORY- EUROCAST 2007, 2007, 4739 : 297 - +
  • [43] Hierarchical Text Categorization Using Neural Networks
    Miguel E. Ruiz
    Padmini Srinivasan
    Information Retrieval, 2002, 5 : 87 - 118
  • [44] Text Categorization with Machine Learning and Hierarchical Structures
    Krendzelak, M.
    Jakab, F.
    2015 13TH INTERNATIONAL CONFERENCE ON EMERGING ELEARNING TECHNOLOGIES AND APPLICATIONS (ICETA), 2015, : 213 - 217
  • [45] Hierarchical text categorization using neural networks
    Ruiz, ME
    Srinivasan, P
    INFORMATION RETRIEVAL, 2002, 5 (01): : 87 - 118
  • [46] Generalized fuzzy cognitive maps: a new extension of fuzzy cognitive maps
    Kang B.
    Mo H.
    Sadiq R.
    Deng Y.
    International Journal of System Assurance Engineering and Management, 2016, 7 (2) : 156 - 166
  • [47] Analytic hierarchy process in artificial life model based on fuzzy cognitive maps
    Nachazel, Tomas
    JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS, 2018, 10 (02) : 127 - 141
  • [48] Rule based fuzzy cognitive maps:: Fuzzy causal relations
    Carvalho, JP
    Tomé, JAB
    COMPUTATIONAL INTELLIGENCE FOR MODELLING, CONTROL & AUTOMATION - EVOLUTIONARY COMPUTATION & FUZZY LOGIC FOR INTELLIGENT CONTROL, KNOWLEDGE ACQUISITION & INFORMATION RETRIEVAL, 1999, 55 : 276 - 281
  • [49] Fuzzy Inference System & Fuzzy Cognitive Maps based Classification
    Bhutani, Kanika
    Garg, Gaurav
    Kumar, Megha
    2015 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTER ENGINEERING AND APPLICATIONS (ICACEA), 2015, : 305 - 309
  • [50] Generalized rule-based Fuzzy Cognitive Maps: Structure and dynamics model
    Borisov, VV
    Fedulov, AS
    NEURAL INFORMATION PROCESSING, 2004, 3316 : 918 - 922