Research on spatial data mining based on knowledge discovery

被引:0
|
作者
Zhong Qu [1 ]
Lian Wang [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, Coll Comp Sci & Technol, Chongqing 400065, Peoples R China
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
This paper proposes spatial outliers detection method of studying multiple non-spatial attributes based on special objects. The spatial outliers detection algorithm based on the Mahalanobis distance is proposed in this paper. The simulated experiment results demonstrate this method is feasible and effective, simultaneously the time complexity of center algorithm is analysed. Except the research type mentioned, spatial outliers detection still includes time-order data and time-space data outliers detections, which are related to the attribute values of other neighbors.
引用
收藏
页码:946 / 951
页数:6
相关论文
共 50 条
  • [1] Knowledge Discovery in Power System based on Spatial Data Mining
    Wu, Qinggang
    Wang, Yan
    Liu, Fanghua
    Xia, Yongquan
    [J]. 2017 2ND INTERNATIONAL CONFERENCE ON MULTIMEDIA AND IMAGE PROCESSING (ICMIP), 2017, : 330 - 334
  • [2] Research on Visual Data Mining and Knowledge Discovery
    Zhang Qingwei
    [J]. RECENT ADVANCE IN STATISTICS APPLICATION AND RELATED AREAS, VOLS I AND II, 2009, : 1010 - 1013
  • [3] Theories and technologies of spatial data mining and knowledge discovery
    Li, Deren
    Wang, Shuliang
    Li, Deyi
    Wang, Xinzhou
    [J]. Wuhan Daxue Xuebao (Xinxi Kexue Ban)/Geomatics and Information Science of Wuhan University, 2002, 27 (03):
  • [4] A meteorological conceptual modeling approach based on spatial data mining and knowledge discovery
    Yang, YB
    Lin, H
    Guo, ZY
    Jiang, JX
    [J]. INNOVATIONS IN APPLIED ARTIFICIAL INTELLIGENCE, 2005, 3533 : 490 - 499
  • [5] A study on artificial neural network based spatial data mining and knowledge discovery
    Guo, H
    Shen, XJ
    [J]. ICEMI 2005: CONFERENCE PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL 4, 2005, : 556 - 561
  • [6] DATA MINING: KNOWLEDGE DISCOVERY FOR HUMAN RESEARCH ETHICS
    Sieber, Joan E.
    [J]. JOURNAL OF EMPIRICAL RESEARCH ON HUMAN RESEARCH ETHICS, 2008, 3 (03) : 1 - 2
  • [7] Grouting knowledge discovery based on data mining
    Liu, Qian
    Xiao, Fei
    Zhao, Zhiye
    [J]. TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY, 2020, 95
  • [8] Spatiial knowledge discovery using spatial data mining method
    Chen, CF
    Chang, CY
    Chen, JB
    [J]. IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings, 2005, : 5602 - 5605
  • [9] Spatial data mining and geographic knowledge discovery-An introduction
    Mennis, Jeremy
    Guo, Diansheng
    [J]. COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 2009, 33 (06) : 403 - 408
  • [10] Data mining for knowledge discovery in mining
    Golosinski, TS
    Hu, H
    [J]. MINE PLANNING AND EQUIPMENT SELECTION 2001, 2001, : 1011 - 1018