Information search model based on the use of percolation properties of semantic networks of texts

被引:0
|
作者
Alyoshkin, A. S. [1 ]
Zhukov, D. O. [1 ]
机构
[1] MIREA Russian Technol Univ, Moscow, Russia
关键词
percolation theory; informational search; document clustering; greedly algorithm;
D O I
暂无
中图分类号
F0 [经济学]; F1 [世界各国经济概况、经济史、经济地理]; C [社会科学总论];
学科分类号
0201 ; 020105 ; 03 ; 0303 ;
摘要
The paper examines the models of information search in the texts presented in the multidimensional vector space. Describes approaches to semantic representation of a text document. The concept of information conductivity of the document which can be used for the information search task is discussed. The developed model of construction of semantic multiconnected document and offered algorithm of construction such network for the document from the collection of texts. The second part of the article describes the application of percolation theory for the description of information conductivity of multiconnected semantic networks. Since the percolation threshold determines the loss of meaning and the separation of the text into separate unrelated fragments, its value can be taken in determining the relevance of documents for solving problems of information search. Shown the correlation of percolation threshold and "semantic force" of the document. The last part of article describes the "greedy" algorithm of clustering documents using the value of percolation threshold as measures of information conductivity. In conclusion there is given approaches for performing practical calculations based on the described theoretical approaches.
引用
收藏
页码:205 / 209
页数:5
相关论文
共 50 条
  • [21] Creation of Semantic Overlay Networks Based on Personal Information
    Garcia-Sola, Alberto
    Botia, Juan A.
    DISTRIBUTED COMPUTING, ARTIFICIAL INTELLIGENCE, BIOINFORMATICS, SOFT COMPUTING, AND AMBIENT ASSISTED LIVING, PT II, PROCEEDINGS, 2009, 5518 : 75 - 82
  • [22] Semantic-Based Information Sharing in Vehicular Networks
    Bista, Himlun
    Yen, I-Ling
    Bastani, Farokh
    Mueller, Martin
    Moore, Darnell
    2018 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES (IEEE ICWS 2018), 2018, : 282 - 289
  • [23] Efficient Similarity Search Based on Semantic Trajectories in Road Networks
    WU Xia
    ZHU Yuanyuan
    PENG Yuwei
    PENG Zhiyong
    WuhanUniversityJournalofNaturalSciences, 2018, 23 (04) : 347 - 354
  • [24] The semantic model based on BSCM for the information security
    Zhong, Liu
    CIS WORKSHOPS 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY WORKSHOPS, 2007, : 497 - 501
  • [25] The Model of Keyword Information Retrieval Based on Semantic
    Dong, Wanxin
    Li, Xin
    Zhou, Sheng
    2010 INTERNATIONAL CONFERENCE ON INFORMATION, ELECTRONIC AND COMPUTER SCIENCE, VOLS 1-3, 2010, : 662 - +
  • [26] An information search model for online social Networks - MOBIRSE
    Astaiza, J. A.
    Ceron, I. D.
    Nino-Zambrano, M. A.
    Ramirez-Gonzalez, G. A.
    INGENIERIA E INVESTIGACION, 2015, 35 (03): : 76 - 83
  • [27] The Object Model of the Subject Domain with the Use of Semantic Networks
    Kovaliuki, Tetiana
    Kobets, Nataliya
    COMPUTATIONAL LINGUISTICS AND INTELLIGENT SYSTEMS (COLINS-2019), VOL I: MAIN CONFERENCE, 2019, 2362 : 228 - 242
  • [28] Approach of text search based on semantic parsing model
    Wei, XiangFeng
    Zhang, Quan
    FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 2, PROCEEDINGS, 2007, : 355 - +
  • [29] A Correlation-Based Semantic Model for Text Search
    Sun, Jing
    Wang, Bin
    Yang, Xiaochun
    WEB-AGE INFORMATION MANAGEMENT, WAIM 2014, 2014, 8485 : 703 - 706
  • [30] INCORPORATING SEMANTIC INFORMATION TO SELECTION OF WEB TEXTS FOR LANGUAGE MODEL OF SPOKEN DIALOGUE SYSTEM
    Yoshino, Koichiro
    Mori, Shinsuke
    Kawahara, Tatsuya
    2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 8252 - 8256