Knowledge discovery in clinical databases with neural network evidence combination

Proceedings - 2005 International Conference on Intelligent Sensing and Information Processing, ICISIP'05

Volumn 2005, Issue , 2005, Pages 512-517

  Srinivasan, T ^a   Chandrasekhar, Arvind ^a   Seshadri, Jayesh ^a   Jonathan, J B Siddharth ^a  

^a SRI VENKATESWARA COLLEGE OF ENGINEERING   (India)

Author keywords

Belief; Dempster Shafer Theory; Evidence combination; Medical data mining; Neural network; Training; Uncertainty

Indexed keywords

DATA MINING; FUNCTIONS; KNOWLEDGE ACQUISITION; LEARNING SYSTEMS; NEURAL NETWORKS; ROBUSTNESS (CONTROL SYSTEMS);

DEMPSTER-SHAFER THEORY; EVIDENCE COMBINATION; MEDICAL DATA MINING;

DATABASE SYSTEMS;

EID: 33750171907     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICISIP.2005.1529508     Document Type: Conference Paper

References (19)

1. Philippe Smets, Rudolf Kruse, "The Transferable Belief Model for Belief Representation: Uncertainty Management in Information Systems" 1996: 343-368
2. Liu Rujie, Yuan Baozong, "A D-S Based Multi-Channel Information Fusion Method Using Classifier's Uncertainty Measurement" Proceedings Of ICSP2000, pp. 1297-1300.
3. André Ayoun, Philippe Smels, "Data association in multi-target detection using the transferable belief model." International Journal of Intelligent Systems 16(10): 1167-1182 (2001).
4. J.C. Prather, D.F. Lobach, L.K. Goodwin, J.W. Hales, M.L- Hage and W.E. Hammond, "Medical data mining: knowledge discovery in a clinical data warehouse." Proceedings/AMIA Annual Fall Symposium 1997
5. O. R. Zaïane, M. L. Antoine, A. Coman, "Mammography Classification By an Association Rulebased Classifier". Proceedings of MDM/KDD 2002: 62-69.
6. Lotfi A. Zadeh, "Syllogistic Reasoning as a Basis for Combination of Evidence in Expert Systems," IJCAI 1985: 417-419.
7. Robin R. Murphy, "Dempster-Shafer Theory for Sensor Fusion in Autonomous Mobile Robots" IEEE Transactions on Robotics and Automation. 14:2, 197-206, 1998.
8. M. L. Antonie, O. R. Zaïane, A. Coman, "Application of Data Mining Techniques for Medical Image Classification", MDM/KDD 2001: 94-101
9. [9J M. Q. Ji, M. M. Marefat and P. J. Lever, "An Evidential Approach for Recognizing Shape Features", Proceedings of IEEE AIA, 1995.
10. Y. A. Aslandogan, G. A. Mahajani, S. Taylor, "Evidence combination in medical data mining", Proceedings of ITCC 2004.
11. O. L. Mangasarian and W. H. Wolberg: "Cancer diagnosis via linear programming", SIAM News, Volume 23, Number 5, September 1990, pp 1 & 18.
12. W. H. Wolberg and O.L. Mangasarian: "Multisurface method of pattern separation for medical diagnosis applied to breast cytology", Proceedings of the National Academy of Sciences, U.S.A., Volume 87, December 1990, pp 9193.
13. M. Brameier, W. Banzhaf, "A Comparison of Linear Genetic Programming and Neural Networks in Medical Data Mining" IEEE Transactions on " Evolutionary Computation, 2000.
14. G. Shafer, "A Mathematical Theory of Evidence," Princeton University Press, 1976.
15. http://www.ics.uci.edu/~ml.eam/MLRepository.html
16. P.C. Voukydis, "A neural network system for detection of life-threatening arrhythmias, based on Kohonen networks", Computers in Cardiology, 10-13 Sept. 1995 Pages 165-167
17. P. A. Mastorocostas, "Resilient back propagation learning algorithm for recurrent fuzzy neural networks", Electronics Letters, Volume: 40, Issue: 1, 8 Jan. 2004 Pages; 57-58
18. K. H. Talukder, "Performance analysis of back-propagation learning algorithm for handwritten digit classification", Multi Topic Conference, 2002. Abstracts. INMIC 2002, Dec. 27-28, 2002
19. Li Pan; Hong Zheng; S. Nahavandi, "The application of rough set and Kohonen network to feature selection for object extraction", 2003 International Conference on Machine Learning and Cybernetics, Volume: 2, 2-5 Nov. 2003