Steps towards causal Formal Concept Analysis

被引：3
|
作者：
Bazin, Alexandre [1 ]
Couceiro, Miguel [1 ]
Devignes, Marie-Dominique [1 ]
Napoli, Amedeo [1 ]
机构：
[1] Univ Lorraine, CNRS, INRIA, LORIA, Nancy, France
来源：
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING | 2022年 / 142卷
基金：
欧盟地平线“2020”;
关键词：
Formal Concept Analysis; Causal inference; DUQUENNE-GUIGUES BASIS; CONCEPT LATTICES; DISCOVERY; INFERENCE; SETS;
D O I：
10.1016/j.ijar.2021.12.007
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A B S T R A C T Efficiently discovering causal relations from data and representing them in a way that facilitates their use is an important problem in science that has received much attention. In this paper, we propose an adaptation of the Formal Concept Analysis formalism to the problem of discovering and representing causal relations. We show that Formal Concept Analysis structures and algorithms are well-suited to this problem.(c) 2021 Elsevier Inc. All rights reserved.
引用
收藏
页码：338 / 348
页数：11
相关论文
共 50 条
  • [1] Towards fault-tolerant Formal Concept Analysis
    Pensa, RG
    Boulicaut, JF
    AI*IA2005: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2005, 3673 : 212 - 223
  • [2] Towards a generalisation of formal concept analysis for data mining purposes
    Valverde-Albacete, FJ
    Peláez-Moreno, C
    FORMAL CONCEPT ANALYSIS, PROCEEDINGS, 2006, 3874 : 161 - 176
  • [3] Initial Steps Towards the Development of Formal Method for Evaluation of Concept Map Complexity from the Systems Viewpoint
    Grundspenkis, Janis
    DATABASES AND INFORMATION SYSTEMS, DB&IS 2016, 2016, 615 : 366 - 380
  • [4] Towards automatic establishment of model dependencies using formal concept analysis
    Ivkovic, Igor
    Kontogiannis, Kostas
    INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2006, 16 (04) : 499 - 522
  • [5] Using Formal Concept Analysis towards Cooperative E-Learning
    Beydoun, Ghassan
    KNOWLEDGE ACQUISITION: APPROACHES, ALGORITHMS AND APPLICATIONS, 2009, 5465 : 109 - 117
  • [6] Formal Concept Analysis for Concept Collecting and Their Analysis
    Jurkevicius, Darius
    Vasilecas, Olegas
    BALTIC JOURNAL OF MODERN COMPUTING, 2009, 751 : 22 - 39
  • [7] Steps towards Lorentzian quantum gravity with causal sets
    Eichhorn, Astrid
    9TH INTERNATIONAL WORKSHOP DICE2018: SPACETIME - MATTER - QUANTUM MECHANICS, 2019, 1275
  • [8] Towards a formal concept analysis approach to exploring communities on the World Wide Web
    Rome, JE
    Haralick, RM
    FORMAL CONCEPT ANALYSIS, PROCEEDINGS, 2005, 3403 : 33 - 48
  • [9] Moving from Formal Towards Coherent Concept Analysis: Why, When and How
    Kovalchuk, Pavlo
    Proenca, Diogo
    Borbinha, Jose
    Henriques, Rui
    ADVANCES IN INFORMATION RETRIEVAL, ECIR 2020, PT I, 2020, 12035 : 281 - 295
  • [10] A rough view of concept in formal concept analysis
    Jia Liu
    Ming Li
    2005 International Symposium on Computer Science and Technology, Proceedings, 2005, : 283 - 289
12345