Data mining via linguistic summaries of databases: An interactive approach

被引:0
|
作者
Kacprzyk, J [1 ]
Zadrozny, S [1 ]
机构
[1] Polish Acad Sci, Syst Res Inst, PL-01447 Warsaw, Poland
关键词
data mining; knowledge discovery; linguistic summaries; fuzzy logic; database; querying; fuzzy querying; fuzzy linguistic quantifier; natural language; interface;
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
We propose an interactive approach to data mining meant as the derivation of linguistic summaries of databases. For interactively formulating the linguistic summaries, and then for searching the database, we employ Kacprzyk and Zadrozny's [6-11]) fuzzy querying add-on, FQUERY for Access. We present an implementation for the derivation of linguistic summaries of sales data at a computer retailer.
引用
收藏
页码:325 / 345
页数:21
相关论文
共 50 条
  • [1] An interactive fuzzy logic approach to linguistic data summaries
    Kacprzyk, J
    [J]. 18TH INTERNATIONAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS, 1999, : 595 - 599
  • [2] Interactive Data Exploration on Top of Linguistic Summaries
    Smits, Gregory
    Yager, Ronald R.
    Pivert, Olivier
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2017,
  • [3] Intelligent data analysis via linguistic data summaries: A fuzzy logic approach
    Kacprzyk, J
    [J]. CLASSIFICATION AND INFORMATION PROCESSING AT THE TURN OF THE MILLENNIUM, 2000, : 153 - 161
  • [4] Towards human friendly data mining: linguistic data summaries and their protoforms
    Zadrozny, S
    Kacprzyk, J
    Gola, M
    [J]. ARTIFICIAL NEURAL NETWORKS: FORMAL MODELS AND THEIR APPLICATIONS - ICANN 2005, PT 2, PROCEEDINGS, 2005, 3697 : 697 - 702
  • [5] Mining Linguistic Summaries in Traffic
    Pincay, Jhonny
    Portmann, Edy
    Teran, Luis
    [J]. PROCEEDINGS OF THE 13TH INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE (IJCCI), 2021, : 169 - 176
  • [6] Interval-valued linguistic summaries of databases
    Niewiadomski, A.
    Ochelska, J.
    Szczepaniak, P. S.
    [J]. CONTROL AND CYBERNETICS, 2006, 35 (02): : 415 - 443
  • [7] Data Mining via Protoform Based Linguistic Summaries: Some Possible Relations to Natural Language Generation
    Kacprzyk, Janusz
    Zadrozny, Slawomir
    [J]. 2009 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DATA MINING, 2009, : 217 - 224
  • [8] Synergy of Linguistic Summaries and Fuzzy Functional Dependencies for Mining Knowledge in the Data
    Hudec, Miroslav
    Vucetic, Miljan
    Vujosevic, Mirko
    [J]. 2014 18TH INTERNATIONAL CONFERENCE SYSTEM THEORY, CONTROL AND COMPUTING (ICSTCC), 2014, : 335 - 340
  • [9] Mining time series data via linguistic summaries of trends by using a modified Sugeno integral based aggregation
    Kacprzyk, Janusz
    Wilbik, Anna
    Zadrozny, Slawomir
    [J]. 2007 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DATA MINING, VOLS 1 AND 2, 2007, : 742 - 749
  • [10] Towards human consistent data driven decision support systems using verbalization of data mining results via linguistic data summaries
    Kacprzyk, J.
    Zadrozny, S.
    [J]. BULLETIN OF THE POLISH ACADEMY OF SCIENCES-TECHNICAL SCIENCES, 2010, 58 (03) : 359 - 370