The design of an interactive approach to statistical data mining

被引:0
|
作者
Jiang, ZW [1 ]
Wang, CF [1 ]
Hou, WC [1 ]
机构
[1] So Illinois Univ, Dept Comp Sci, Carbondale, IL 62901 USA
关键词
data mining; interactive; statistical;
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
In this research, an interactive approach to statistical data mining system is formulated and implemented The-system provides a set of operators that can be used to examine data as well as extract types of knowledge from databases. For efficiency, we build summary tables such that most data mining tasks can be accomplished using only summary tables without scanning the databases. A summary table contains concise statistical information about groups of tuples while the knowledge generation operators facilitate interactive search of different types of knowledge. Examples are also given to show how these operators are used to explore the data.
引用
收藏
页码:73 / 79
页数:7
相关论文
共 50 条
  • [21] A novel approach for statistical and fuzzy association rule mining on quantitative data
    Krishna, G. Vijay
    Krishna, P. Radha
    JOURNAL OF SCIENTIFIC & INDUSTRIAL RESEARCH, 2008, 67 (07): : 512 - 517
  • [22] Urban data and urban design: A data mining approach to architecture education
    Valls, Francesc
    Redondo, Ernesto
    Fonseca, David
    Torres-Kompen, Ricardo
    Villagrasa, Sergi
    Marti, Nuria
    TELEMATICS AND INFORMATICS, 2018, 35 (04) : 1039 - 1052
  • [23] Investigation of users' preferences in interactive multimedia learning systems: a data mining approach
    Chrysostomou, Kyriacos
    Chen, Sherry Y.
    Liu, Xiaohui
    INTERACTIVE LEARNING ENVIRONMENTS, 2009, 17 (02) : 151 - 163
  • [24] Statistical models for data mining
    Giudici, P
    Heckerman, D
    Whittaker, J
    DATA MINING AND KNOWLEDGE DISCOVERY, 2001, 5 (03) : 163 - 165
  • [25] Structural health assessing by interactive data mining approach in nuclear power plant
    Shu, Yufei
    NEW FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2007, 4384 : 332 - 345
  • [26] Statistical inference and data mining
    Glymour, C
    Madigan, D
    Pregibon, D
    Smyth, P
    COMMUNICATIONS OF THE ACM, 1996, 39 (11) : 35 - 41
  • [27] Statistical Models for Data Mining
    Paolo Giudici
    David Heckerman
    Joe Whittaker
    Data Mining and Knowledge Discovery, 2001, 5 : 163 - 165
  • [28] A statistical perspective on data mining
    Hosking, JRM
    Pednault, EPD
    Sudan, M
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 1997, 13 (2-3): : 117 - 134
  • [29] Statistical perspective on data mining
    IBM T.J. Watson Research Cent, Yorktown Heights, United States
    Future Gener Comput Syst, 2-3 (117-134):
  • [30] Workshop on interactive data mining overview
    Lect. Notes Comput. Sci., 2009, (XI-XII):