Fuzzy naive bayesian model for medical diagnostic decision support

Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009

Volumn , Issue , 2009, Pages 3409-3412

  Wagholikar, Kavishwar B ^a   SundararajanVijayraghavan, ^b   Deshpande, Ashok W ^c  

^a UNIVERSITY OF PUNE   (India)

^b CENTRE FOR DEVELOPMENT OF ADVANCED COMPUTING   (India)

^c UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS; DECISION SUPPORT SYSTEMS; DISEASES; PATIENT MONITORING;

BAYESIAN APPROACHES; COMPUTATIONAL ALGORITHM; DECISION SUPPORTS; INFECTIOUS DISEASE; MEDICAL DIAGNOSTICS; NAIVE BAYES APPROACHES; PATIENT INFORMATION; REAL-WORLD SCENARIO;

DIAGNOSIS;

EID: 77950972790     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2009.5332468     Document Type: Conference Paper

References (27)

1. R. S. Ledley and L. B. Lusted, "Reasoning foundations of medical diagnosis; symbolic logic, probability, and value theory aid our understanding of how physicians reason." Science, vol.130, no.3366, pp. 9-21, July 1959.
2. F. T. De Dombal, D. J. Leaper, J. C. Horrocks, J. R. Staniland, and A. P. McCann, "Human and computer-aided diagnosis of abdominal pain: further report with emphasis on performance of clinicians." Br Med J, vol.1, no.5904, pp. 376-380, March 1974.
3. J. L. Liu, J. C. Wyatt, J. J. Deeks, S. Clamp, J. Keen, P. Verde, C. Ohmann, J. Wellwood, M. Dawes, and D. G. Altman, "Systematic reviews of clinical decision tools for acute abdominal pain." Health Technol Assess, vol.10, no.47, November 2006.
4. E. H. Shortliffe, S. G. Axline, B. G. Buchanan, T. C. Merigan, and S. N. Cohen, "An artificial intelligence program to advise physicians regarding antimicrobial therapy." Comput Biomed Res, vol.6, no.6, pp. 544-560, December 1973.
5. S. G. Pauker, G. A. Gorry, J. P. Kassirer, and W. B. Schwartz, "Towards the simulation of clinical cognition. taking a present illness by computer." The American journal of medicine, vol.60, no.7, pp. 981-996, June 1976.
6. D. L. Sanders and D. Aronsky, "Prospective evaluation of a bayesian network for detecting asthma exacerbations in a pediatric emergency department." AMIA Annual Symposium proceedings, 2006.
7. R. A. Miller, "Medical diagnostic decision support systems-past, present, and future: a threaded bibliography and brief commentary." Journal of the American Medical Informatics Association : JAMIA, vol.1, no.1, pp. 8-27, 1994.
8. H. G. Hosseini, D. Luo, and K. J. Reynolds, "The comparison of different feed forward neural network architectures for ecg signal diagnosis." Medical engineering & physics, vol.28, no.4, pp. 372-378, May 2006.
9. I. Güler and E. D. Ubeyli, "Multiclass support vector machines for eeg-signals classification." IEEE transactions on information technology in biomedicine : a publication of the IEEE Engineering in Medicine and Biology Society, vol.11, no.2, pp. 117-126, March 2007.
10. P. Ramnarayan, N. Cronje, R. Brown, R. Negus, B. Coode, P. Moss, T. Hassan, W. Hamer, and J. Britto, "Validation of a diagnostic reminder system in emergency medicine: a multi-centre study." Emerg Med J, vol.24, no.9, pp. 619-624, September 2007.
11. I. D. Adams, M. Chan, P. C. Clifford, W. M. Cooke, V. Dallos, F. T. de Dombal, M. H. Edwards, D. M. Hancock, D. J. Hewett, and N. McIntyre, "Computer aided diagnosis of acute abdominal pain: a multicentre study." Br Med J (Clin Res Ed), vol.293, no.6550, pp. 800-804, September 1986.
12. B. S. Todd and R. Stamper, "The relative accuracy of a variety of medical diagnostic programs." Methods Inf Med, vol.33, no.4, pp. 402-416, October 1994.
13. R. Seising, "A history of medical diagnosis using fuzzy relations." in Fuzziness in Finland 2004(FiF '04), 2004.
14. L. Zadeh, "Towards a theory of fuzzy systems," in Aspects of Network and Systems theory, R. Kalman and N. De Carlis, Eds. New York: Holt, Rinehart and Winson, 1971, pp. 460-490.
15. E. Sanchez, "Medical diagnosis and composite fuzzy relations," in Advances in Fuzzy Set Theory and Applications, M. M. Gupta and Ragade, Eds. Amsterdam: North-Holland, 1979, pp. 437-444.
16. K. P. Adlassnig, "A fuzzy logical model of computer-assisted medical diagnosis." Methods Inf Med, vol.19, no.3, pp. 141-148, Jul 1980.
17. K. B. Wagholikar and A. W. Deshpande, "Fuzzy relation based modeling for medical diagnostic decision support: Case studies," Int. J. Know.-Based Intell. Eng. Syst., vol.12, no.5,6, pp. 319-326, 2008.
18. G. G. Yen and P. Meesad, "Constructing a fuzzy rule-based system using the ilfn network and genetic algorithm." International journal of neural systems, vol.11, no.5, pp. 427-443, October 2001.
19. M. G. Tsipouras, C. Voglis, and D. I. Fotiadis, "A framework for fuzzy expert system creation-application to cardiovascular diseases." IEEE transactions on bio-medical engineering, vol.54, no.11, pp. 2089-2105, November 2007.
20. T. Okuda, H. Tanaka, and K. Asai, "A formulation of fuzzy decision problems with fuzzy information using probability measures of fuzzy events," Information and Control, vol.38, no.2, pp. 135-147, 1978.
21. R. Kohavi, B. Becker, and D. Sommerfield, "Improving simple bayes," in European Conference on Machine Learning, 1997.
22. G. J. Klir and B. Yuan, Fuzzy Sets and Fuzzy Logic: Theory and Applications. Prentice Hall PTR, May 1995.
23. K. Park, Ed., Park's Textbook of Preventive and Social Medicine, 15th ed. Banarsidas Bhanot Publishers, 1997.
24. C. Haslett, E. R. Chilvers, J. A. A. Hunter, and N. A. Boon, Eds., Davidson's Principles and Practice of Medicine, 18th ed. W.B. Saunders Company, August 1999.
25. D. J. Hand and R. J. Till, "A simple generalisation of the area under the roc curve for multiple class classification problems," Mach. Learn., vol.45, no.2, pp. 171-186, November 2001.
26. L. J. Kirmayer, J. M. Robbins, and J. Paris, "Somatoform disorders: personality and the social matrix of somatic distress." Journal of abnormal psychology, vol.103, no.1, pp. 125-136, February 1994.
27. S. F. Dworkin, "Somatization, distress and chronic pain." Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation, vol.3 Suppl 1, December 1994.