Towards a generalisation of formal concept analysis for data mining purposes

被引:0
|
作者
Valverde-Albacete, FJ [1 ]
Peláez-Moreno, C [1 ]
机构
[1] Univ Carlos III Madrid, Dpto Teor Senal & Comunicac, Madrid 28911, Spain
来源
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
In this paper we justify the need for a generalisation of Formal Concept Analysis for the purpose of data mining and begin the synthesis of such theory. For that purpose, we first review semirings and semimodules over semirings as the appropriate objects to use in abstracting the Boolean algebra and the notion of extents and intents, respectively. We later bring to bear powerful theorems developed in the field of linear algebra over idempotent semimodules to try to build a Fundamental Theorem for K-Formal Concept Analysis, where K is a type of idempotent semiring. Finally, we try to put Formal Concept Analysis in new perspective by considering it as a concrete instance of the theory developed.
引用
下载
收藏
页码:161 / 176
页数:16
相关论文
共 50 条
  • [31] Evaluation of Stream Data by Formal Concept Analysis
    Radvansky, Martin
    Sklenar, Vladimir
    Snasel, Vaclav
    NEW TRENDS IN DATABASES AND INFORMATION SYSTEMS, 2013, 185 : 131 - +
  • [32] Extending dynamic aspect mining using formal concept analysis
    Qu, Liping
    Liu, Daxin
    FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 3, PROCEEDINGS, 2007, : 564 - 567
  • [33] Text schema mining using graphs and formal concept analysis
    Gatzemeier, FH
    Meyer, O
    CONCEPTUAL STRUCTURES: INTEGRATION AND INTERFACES, PROCEEDINGS, 2002, 2393 : 107 - 121
  • [34] Biclustering Numerical Data in Formal Concept Analysis
    Kaytoue, Mehdi
    Kuznetsov, Sergei O.
    Napoli, Amedeo
    FORMAL CONCEPT ANALYSIS, 2011, 6628 : 135 - 150
  • [35] Exploiting Formal Concept Analysis for Data Modeling in Data Lakes
    Bendimerad, Anes
    Mathonat, Romain
    Remil, Youcef
    Kaytoue, Mehdi
    CONCEPTUAL KNOWLEDGE STRUCTURES, CONCEPTS 2024, 2024, 14914 : 270 - 285
  • [36] A combined approach of formal concept analysis and text mining for concept based document clustering
    Myat, NN
    Hla, KHS
    2005 IEEE/WIC/ACM International Conference on Web Intelligence, Proceedings, 2005, : 330 - 333
  • [37] Interface between Logical Analysis of Data and Formal Concept Analysis
    Janostik, Radek
    Konecny, Jan
    Krajca, Petr
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2020, 284 (02) : 792 - 800
  • [38] A Qualitative Approach to Signal Mining in Pharmacovigilance using Formal Concept Analysis
    Lillo-Le Louet, Agnes
    Toussaint, Yannick
    Villerd, Jean
    MEDINFO 2010, PTS I AND II, 2010, 160 : 969 - 973
  • [39] Sequence Mining within Formal Concept Analysis for Analyzing Visitor Trajectories
    Juniarta, Nyoman
    Couceiro, Miguel
    Napoli, Amedeo
    Raissi, Chedy
    2018 13TH INTERNATIONAL WORKSHOP ON SEMANTIC AND SOCIAL MEDIA ADAPTATION AND PERSONALIZATION (SMAP 2018), 2018, : 19 - 24
  • [40] Diagnosis Rule Mining of Airborne Avionics using Formal Concept Analysis
    Wen Ying
    Xiao Mingqing
    2013 INTERNATIONAL CONFERENCE ON CYBER-ENABLED DISTRIBUTED COMPUTING AND KNOWLEDGE DISCOVERY (CYBERC), 2013, : 259 - 265