Competitive Fuzzy Cognitive Maps Combined with Case Based Reasoning for Medical Decision Support

被引:0
|
作者
Georgopoulos, V. C. [1 ]
Stylios, C. D. [2 ]
机构
[1] Inst Educ Technol, Dept Speech & Language Therapy, Megalou Alexandrou 1, Patras, Greece
[2] TEI Epirus, Dept Commun Informat & Management, Artas, Epirus, Greece
关键词
Soft Computing; Fuzzy Cognitive Maps; Case Based Reasoning; Medical Decision Support Systems;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper extends our previous work on Competitive Fuzzy Cognitive Maps for Medical Decision Support Systems by enhancing them with Case Based Reasoning Methods. The synergy of these methodologies is accomplished with a novel algorithm that leads to more dependable Advanced Medical Decision Support Systems for situations where the decisions are not clearly distinct. The model proposed and developed here is applied successfully for two paradigms of decision support. The first one is a differential diagnosis example from the speech pathology area for the diagnosis of language impairments and the second one is a treatment planning example from external beam radiation therapy.
引用
下载
收藏
页码:3673 / +
页数:2
相关论文
共 50 条
  • [31] Case based reasoning for medical decision-support in a safety critical environment
    Bichindaritz, I
    Moinpour, C
    Kansu, E
    Donaldson, G
    Bush, N
    Sullivan, KM
    ARTIFICIAL INTELLIGENCE IN MEDICINE, PROCEEDINGS, 2003, 2780 : 314 - 323
  • [32] Fuzzy Reasoning in Cognitive Cities An Exploratory Work on Fuzzy Analogical Reasoning Using Fuzzy Cognitive Maps
    D'Onofrio, Sara
    Mueller, Stefan Markus
    Papageorgiou, Elpiniki I.
    Portmann, Edy
    2018 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2018,
  • [33] Fuzzy cognitive maps for decision support in an intelligent intrusion detection system
    Siraj, A
    Bridges, SM
    Vaughn, RB
    JOINT 9TH IFSA WORLD CONGRESS AND 20TH NAFIPS INTERNATIONAL CONFERENCE, PROCEEDINGS, VOLS. 1-5, 2001, : 2165 - 2170
  • [34] Decision support systems in crowdfunding: A fuzzy cognitive maps (FCM) approach
    Borrero-Dominguez, Cinta
    Escobar-Rodriguez, Tomas
    DECISION SUPPORT SYSTEMS, 2023, 173
  • [35] Using fuzzy cognitive maps as a decision support system for political decisions
    Tsadiras, AK
    Kouskouvelis, I
    Margaritis, KG
    ADVANCES IN INFORMATICS, 2003, 2563 : 172 - 182
  • [36] Multi-objective evolutionary fuzzy cognitive maps for decision support
    Mateou, NH
    Moiseos, M
    Andreou, AS
    2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS, 2005, : 824 - 830
  • [37] Fuzzy cognitive maps for decision support in automatic intrusion response mechanism
    Mu, Cheng-Po
    Huang, Hou-Kuan
    Tian, Sheng-Feng
    Beijing Jiaotong Daxue Xuebao/Journal of Beijing Jiaotong University, 2005, 29 (02): : 12 - 16
  • [38] Fuzzy cognitive maps as a decision support tool for container transport logistics
    Tsadiras A.
    Zitopoulos G.
    Evolving Systems, 2017, 8 (1) : 19 - 33
  • [39] A fuzzy cognitive maps decision support system for renewables local planning
    Kyriakarakos, George
    Patlitzianas, Konstantinos
    Damasiotis, Markos
    Papastefanakis, Dimitrios
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2014, 39 : 209 - 222
  • [40] Fuzzy cognitive maps for decision support in an automatic intrusion response mechanism
    Mu, CP
    Huang, HK
    Tian, SF
    PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 1789 - 1794