Application of Fuzzy Cognitive Maps using semantic web approaches to model medical knowledge

Proceedings of the 2011 International Conference on Artificial Intelligence, ICAI 2011

Volumn 2, Issue , 2011, Pages 677-683

  Papageorgiou, E I ^a   De Roo, J ^b   Huszka, C ^b   Colaert, D ^b  

^a TECHNOLOGICAL EDUCATIONAL INSTITUTE OF LAMIA   (Greece)

^b Agfa HealthCare NV   (Belgium)

Author keywords

Decision support; Fuzzy cognitive maps; Knowledge representation; Notation3; Semantic web

Indexed keywords

CAUSAL RELATIONSHIPS; CLINICAL GUIDELINE; COGNITIVE MAPS; DECISION SUPPORTS; EXPLICIT KNOWLEDGE; FUZZY COGNITIVE MAP; GENERAL PURPOSE; GENERIC APPROACH; KNOWLEDGE MODEL; KNOWLEDGE REPRESENTATION AND REASONING; MEDICAL KNOWLEDGE; NOTATION3; REASONING ENGINE; SEMANTIC WEB APPROACH;

ARTIFICIAL INTELLIGENCE; DECISION SUPPORT SYSTEMS; FUZZY RULES; KNOWLEDGE REPRESENTATION; SEMANTIC WEB;

FUZZY SYSTEMS;

EID: 84866127852     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. E.S. Beraer, Clinical Decision Support Systems: Theory and Practice, Springer, 2007
2. W.M. Tierney, J.M. Overhage, B.Y. Takesue, et al. "Computerizing guidelines to improve care and patient outcomes: the example of heart failure", J. Am. Med. Inform. Assoc., vol. 2(5), 1995, pp. 316-322.
3. Johnston ME, Langton KB, Haynes RB, Mathieu A. Effects of computer-based clinical decision support systems on clinician performance and patient outcome. Ann Intern Med 1994; 120:135-142
4. CAM. Schurink, P.J.F. Lucas, I.M. Hoepelman, and M.J.M. Bonten, "Computer-assisted decision support for the diagnosis and treatment of infectious diseases in intensive care units", The Lancet of infectious diseases, Volume 5, Issue 5, May 2005, Pages 305-312.
5. B. Kosko, "Fuzzy Cognitive Maps", International Journal of Man-Machine Studies, vol. 24, 1986, pp. 65-75.
6. R.L John, P.R. Innocent, "Modeling Uncertainty in Clinical Diagnosis using Fuzzy Logic," IEEE Transactions on Systems, Man, and Cybernetics, Part B, vol. 35, no. 6, 2005.
7. E.I. Papageorgiou, N.I. Papandrianos, G. Karagianni, G.C. Kyriazopoulos, D. Sfyras, "A Fuzzy Cognitive Map based Tool for Prediction of Infectious Diseases," in Proc. IEEE International Conference on Fuzzy Systems (FUZZ), 2009, pp. 2094-2099.
8. C. Stylios, V. Georgopoulo Fuzzy Cognitive Maps Structure for Medical Decision Support Systems, in: Studies in Fuzziness and Soft Computing, vol. 218, pp. 151-174, Springer, 2008.
9. E.I. Papageorgiou, "A New Methodology for Decisions in Medical Informatics using Fuzzy Cognitive Maps based on Fuzzy Rule-Extraction Techniques", Applied Soft Computing, vol. 11, pp. 500-513, 2011.
10. Tim Berners-Lee, Dan Connolly, Notation3 (N3): A readable RDF syntax, http://www.w3.org/TeamSubmission/n3/
11. J. De Roo, Eye, available in http://enlersharp.sonrceforge.net/2003/ 03swap/eve-2009.txt
12. D.K. Owens, R.D. Shacher, R.F. Nease, "Representation and analysis of medical decision problems with influence diagrams", Med. Decis. Making 17 (1997) 251 - 262.
13. R.F. Nease, D.K Owens, Use of influence diagrams to structure medical decisions, Med. Decis. Making 17 (1997) 263 - 275.
14. Salmeron, J.L. Supporting decision makers with fuzzy cognitive maps: These extensions of cognitive maps can process uncertainty and hence improve decision making in R&D applications. 2009 Research Technology Management 52 (3), pp. 53-59.
15. Tim Berners-Lee, The Semantic Web as a language of logic, available in http://www.w3.org/PesignIssnes/Logic.html
16. Weisstein, Eric W, Konigsberg Bridge Problem. From MathWorld -A Wolfram Web Resource. http://mathworld.wolfrain.com/KocnigsbergBridgeProblem.html
17. http://eulersharp.sourceforge.net/2003/03swap/fl-rules.n3
18. http://eulersharp.sourceforge.net/2006/02swap/fcm-plugin.vap
19. http://www.irnbi.Hni-freiburg.de/pntology/dcp/dco
20. OWL web language, available in http://www.w3.org/TR/2004/REC-owl- features-20940210/
21. L. E. Nicolle, "Urinary tract infection: traditional pharmacologic therapies", Dis Mon, vol. 49, 2003, pp. 111-28.
22. J. W. Warren, E. Abratyn, J. Richard Hebel, J. R Johnson, A. J. Schaeffer, and W. E. Stamm, "Guidelines for Antimicrobial Treatment of Uncomplicated Acute Bacterial Cystitis and Acute Pyelonephritis in Women", Clinical Infectious Diseases vol. 29, 1999, pp. 745-58.