A preliminary fuzzy cognitive map - Based desicion support tool for geriatric depression assessment

IEEE International Conference on Fuzzy Systems

Volumn , Issue , 2013, Pages

  Papageorgiou, Elpiniki I ^a   Billis, Antonis S ^b   Frantzidis, Christos ^b   Konstantinidis, Evdokimos I ^b   Bamidis, Panagiotis D ^b  

^a TECHNOLOGICAL EDUCATIONAL INSTITUTE OF LAMIA   (Greece)

^b ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

Author keywords

Decision support system; Fuzzy cognitive maps; Geriatric depression; Gerotechnology; Knowledge representation; Reasoning; Unobtrusive monitoring

Indexed keywords

FUZZY COGNITIVE MAP; GERIATRIC DEPRESSIONS; GEROTECHNOLOGY; REASONING; UNOBTRUSIVE MONITORING;

ARTIFICIAL INTELLIGENCE; DECISION SUPPORT SYSTEMS; FUZZY RULES; GERIATRICS; KNOWLEDGE REPRESENTATION; LARGE SCALE SYSTEMS; SENSOR NETWORKS;

FUZZY SYSTEMS;

EID: 84887836130     PISSN: 10987584     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/FUZZ-IEEE.2013.6622485     Document Type: Conference Paper

References (27)

1. W. Lutz, B.C. O'Neill, and S. Scherbov, "Europe's population at a turning point", Science, vo. 28, no. 299, pp. 1991-1992, 2003.
2. I.P. Donald, and C.J. Bulpitt, "The prognosis of falls in elderly people living at home", Age Ageing, vol. 28, pp. 121-5, 1999.
3. A. Lobo, L.J. Launer, L. Fratiglioni, K. Andersen, A. Di Carlo, M.M.B Breteler, J.R.M. Copeland, J.F. Dartigues, C. Jagger, J. Martinez-Lage, H. Soininen, and A. Hofman, "Prevalence of dementia and major subtypes in Europe: a collaborative study of population-based cohorts," Neurology, vol. 54, no. 11, 2000, S4-S9.
4. A. Barua, M.K. Ghosh, N. Kar, and M.A. Basilio, "Prevalence of depressive disorders in the elderly." Annals of Saudi Medicine, vol. 31, no. 6, pp. 620-624, 2011.
5. E. Biddiss, S. Brownsell, and M. Hawley, "Prediction of health status in individuals with congestive heart failure using a home-based telecare system." Journal of Telemedicine and Telecare, vol. 15, 2009, pp. 226-231.
6. J. Kim, H. Choi, H. Wang, N. Agoulmine, M. Deerv, and J. Hong, "Postech's u-health smart home for elderly monitoring and support," in Proc. 2010 IEEE International Symposium on a World of Wireless Mobile and Multimedia Networks (WoWMoM), IEEE, pp. 1-6, 2010.
7. A. Wood, G. Virone, T. Doan, Q. Cao, L., Selavo, Y. Wu, L. Fang, Z. He, S. Lin, and J. Stankovic, "Alarm-net: Wireless sensor networks for assisted living and residential monitoring." Tech. Rep. CS-2006-11, Dep. of Computer Science, University of Virginia, 2006
8. J.E.M.H. van Bronswijk, H. Bouma, and J.L. Fozard, "Technology for Quality of life: en enriched taxonomy", Gerontechnology, vol. 2, no. 2, pp. 169-172, 2002.
9. A. Artikis, P.D. Bamidis, A. Billis, C. Bratsas, C. Frantzidis, V. Karkaletsis, M. Klados, E. Konstantinidis, S. Konstantopoulos, D. Kosmopoulos, H. Papadopoulos, S. Perantonis, S. Petridis, and C.S. Spyropoulos, "Supporting tele-health and AI-based clinical decision making with sensor data fusion and semantic interpretation: The USEFIL case study." in Proc. 1st International Workshop on Artificial Intelligence and Net Medicine, Montpellier, France. (2012, August).
10. J. H. Carter, "Clinical Decision Support Systems", in E.S. Berner, Ed. (Springer-Verlag, New York, 1999) pp. 169-198
11. G. Kong, D.L. Xu and J.B. Yang, "Clinical decision support systems: a review on knowledge representation and inference under uncertainties." International Journal of Computational Intelligence Systems, vo. 1(2), pp. 159-167, 2008.
12. P. Haddawy, C.E. Kahn Jr, and M. Butarbutar, "A Bayesian network model for radiological diagnosis and procedure selection: Work-up of suspected gallbladder disease." Medical physics, vol. 21, pp. 1185, 1994.
13. W.J. Kuo, R.F. Chang, D.R. Chen, and C.C. Lee, "Data mining with decision trees for diagnosis of breast tumor in medical ultrasonic images." Breast cancer research and treatment, vol. 66(1), pp. 51-57 2001.
14. O. Er, N. Yumusak, and F. Temurtas, "Chest diseases diagnosis using artificial neural networks." Expert Systems with Applications, vol. 37(12), pp. 7648-7655, 2010.
15. Abdel-Badeeh M. Salem and M. Alfonse, "Ontology versus Semantic Networks for Medical Knowledge." In Proc. 12th WSEAS Int.l Conf. on COMPUTERS, Heraklion, Greece, July 23-25, 2008.
16. H. R. Warner, Computer-Assisted Medical Decision Making, Academic Press, New York, 1979.
17. S. Ari, K. Hembram, and G. Saha, "Detection of cardiac abnormality from PCG signal using LMS based least square SVM classifier", Expert Systems with Applications, vol. 37(12), pp. 8019-8026, 2010.
18. M.L. Huang, Y.H. Hung, W.M. Lee, R.K. Li, and T.H. Wang, "Usage of Case-Based Reasoning, Neural Network and Adaptive Neuro-Fuzzy Inference System Classification Techniques in Breast Cancer Dataset Classification Diagnosis." Journal of medical systems, vol. 36(2), pp. 407-414, 2012.
19. B. Kosko, "Fuzzy Cognitive Maps", International Journal of Man-Machine Studies, vol. 24, pp. 65-75, 1986.
20. C. Stylios, V. Georgopoulos, "Fuzzy Cognitive Maps Structure for Medical Decision Support Systems", in: Studies in Fuzziness and Soft Computing, vol. 218, pp. 151-174, Springer, 2008
21. 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.
22. A. Artikis, O. Etzion, Z. Feldman and F. Fournier. "Event Processing under Uncertainty," International Conference on Distributed Event-Based Systems (DEBS), pp. 32-43, ACM, 2012.
23. E.I. Papageorgiou, C.D. Stylios, and P. Groumpos, "An Integrated Two-Level Hierarchical Decision Making System based on Fuzzy Cognitive Maps (FCMs)", IEEE Transactions on Biomedical Engineering vol. 50 (12), pp. 1326-1339, 2003.
24. D. Yaman, S. Polat, "A fuzzy cognitivemap approach for effect based operations: an illustrative case", Information Sciences vol. 179 (4), pp. 382-403, 2009.
25. E.I. Papageorgiou, "A Fuzzy Inference Map approach to cope with uncertainty in modeling medical knowledge and making decisions", Intelligent Decision Technologies Journal, IOS press, vol. 5, no. 3, pp. 219-235, 2011.
26. E. I. Papageorgiou, J. De Roo, C. Huszka, D. Colaert, "Formalization of treatment guidelines using Fuzzy Cognitive Mapping and semantic web tools", Journal of Biomedical Informatics, vol. 45, no. 1, pp. 45-60, 2012.
27. Diagnostic and Statistical Manual of Mental Disorders (DSM-IV-TR) Text Revision, 4th ed. American Psychiatric Association: Washington D.C., 2000.