Multi-criteria decision making in ontologies

被引:15
|
作者
Bastinos, Ana Sasa [1 ]
Krisper, Marjan [1 ]
机构
[1] Univ Ljubljana, Fac Comp & Informat Sci, Informat Syst Lab, Ljubljana 1000, Slovenia
关键词
Ontology; Multi-criteria decision making; Decision method; Web Ontology Language; EXPERT-SYSTEM; HETEROGENEOUS INFORMATION; PERFORMANCE; PRINCIPLES; FRAMEWORK; SUPPORT; DESIGN;
D O I
10.1016/j.ins.2012.07.055
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Decision support is one of the main objectives of ontology-based knowledge management systems. However, there is no standard method that would define how to model decisions in ontologies. Despite many research efforts and established methods for decision modelling and support, they have not yet been systematically applied to the field of ontologies. This paper proposes an ontology based multi-criteria decision making method that enables one to define decision models using ontology as the base construct. It structures decision models in such a way that the problem solution can be obtained by reasoning upon the ontology. We propose a generic approach that can be applied to an arbitrary domain. The proposed method is based on qualitative multi-criteria decision making, which is applied to the field of ontologies. OWL is used as the ontology representation language. As a proof of concept we have developed an ontology-based decision support system for an electric power transmission company. The proposed method represents an important step forward in the field of ontologies. Its main advantages are: a higher level of decision support provided by the ontology, direct use of information captured in ontology for decision making, a higher level of business process automation, and reuse of decision model concepts in definitions of more complex ontology concepts. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:593 / 610
页数:18
相关论文
共 50 条
  • [41] ASA and its application to multi-criteria decision making
    Choi, DY
    Oh, KW
    [J]. FUZZY SETS AND SYSTEMS, 2000, 114 (01) : 89 - 102
  • [42] Multi-criteria decision making via multivariate quantiles
    Kostner, Daniel
    [J]. MATHEMATICAL METHODS OF OPERATIONS RESEARCH, 2020, 91 (01) : 73 - 88
  • [43] CONSIDERING INTERACTIONS IN MULTI-CRITERIA DECISION-MAKING
    Cancer, Vesna
    [J]. PROCEEDINGS OF THE 10TH INTERNATIONAL SYMPOSIUM ON OPERATIONAL RESEARCH SOR 09, 2009, : 151 - 156
  • [44] Application of Multi-Criteria Decision Making in Bioink Selection
    Rohrbach, Lily
    Huebner, Pedro
    [J]. 2021 SYSTEMS AND INFORMATION ENGINEERING DESIGN SYMPOSIUM (IEEE SIEDS 2021), 2021, : 86 - 91
  • [45] Estimating the position of mobiles by Multi-Criteria Decision Making
    Lee, J
    Ryu, BH
    Ahn, J
    [J]. ETRI JOURNAL, 2002, 24 (04) : 323 - 327
  • [46] On prioritized weighted aggregation in multi-criteria decision making
    Yan, Hong-Bin
    Huynh, Van-Nam
    Nakamori, Yoshiteru
    Murai, Tetsuya
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (01) : 812 - 823
  • [47] The stratified multi-criteria decision-making method
    Asadabadi, Mehdi Rajabi
    [J]. KNOWLEDGE-BASED SYSTEMS, 2018, 162 : 115 - 123
  • [48] Multi-criteria decision making in creative problem solving
    Cancer, Vesna
    Mulej, Matja
    [J]. KYBERNETES, 2013, 42 (1-2) : 67 - 81
  • [49] Multi-criteria decision making in industrial engineering - Preface
    Triantaphyllou, E
    Evans, GW
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 1999, 37 (03) : 505 - 506
  • [50] Multi-criteria decision making for assembly line balancing
    F. Jolai
    M. Jahangoshai Rezaee
    A. Vazifeh
    [J]. Journal of Intelligent Manufacturing, 2009, 20 : 113 - 121