Probabilistic fuzzy prediction of mortality in intensive care units

IEEE International Conference on Fuzzy Systems

Volumn , Issue , 2012, Pages

  Fialho, A S ^a   Kaymak, U ^b   Almeida, R J ^c   Cismondi, F ^a   Vieira, S M ^d   Reti, S R ^e   Sousa, J M C ^d   Finkelstein, S N ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^b EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

^c ERASMUS UNIVERSITY ROTTERDAM   (Netherlands)

^d INSTITUTO SUPERIOR TÉCNICO   (Portugal)

^e HARVARD MEDICAL SCHOOL   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLINICAL INFORMATION; CLINICAL PROBLEMS; FIRST ORDER; FUZZY PREDICTION; LINGUISTIC DESCRIPTIONS; PROBABILITY MEASURES; SEPTIC SHOCKS; STATISTICAL PROPERTIES; TAKAGI SUGENO FUZZY MODELS;

INTENSIVE CARE UNITS;

FUZZY SYSTEMS;

EID: 84867599593     PISSN: 10987584     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/FUZZ-IEEE.2012.6251261     Document Type: Conference Paper

References (29)

1. L. Ohno-Machado, F. Resnic, and M. Matheny, "Prognosis in critical care," Ann. Rev. of Biomedical Engineering, vol. 8, pp. 567-599, 2006. (Pubitemid 44321385)
2. T. Takagi and M. Sugeno, "Fuzzy identification of systems and its applications to modelling and control," IEEE Transactions on Systems, Man and Cybernetics, vol. 15, no. 1, pp. 116-132, 1985.
3. J. M. C. Sousa and U. Kaymak, Fuzzy Decision Making in Modeling and Control. Singapore: World Scientific, 2002.
4. U. Kaymak, W.-M. van den Bergh, and J. van den Berg, "A fuzzy additive reasoning scheme for probabilistic mamdani fuzzy systems," in Proc. 12th IEEE Int. Conf. Fuzzy Syst., 2003, pp. 331-336.
5. U. Kaymak and J. van den Berg, "On probabilistic connections of fuzzy systems," in Proc. 15th Belgian-Dutch Conf. Artif. Intell., 2003, pp. 187-194.
6. Members of the American College of Chest Physicians/Society of Critical Care Medicine Consensus Conference Committee, "Definitions for sepsis and organ failure and guidelines for the use of innovative therapies in sepsis," Crit Care Med, vol. 20, 1992.
7. Y. Arabi, N. A. Shirawi, Z. Memish, S. Venkatesh, and A. Al-Shimemeri, "Assessment of six mortality prediction models in patients admitted with severe sepsis and septic shock to the intensive care unit: a prospective cohort study," Crit Care Med, vol. 7, pp. R116-R122, 2003.
8. F. Jaimes, J. Farbiarz, D. Alvarez, and C. Martnez, "Comparison between logistic regression and neural networks to predict death in patients with suspected sepsis in the emergency room," Crit Care Med, vol. 9, 2005.
9. V. Ribas, A. Vellido, J. Ruiz-Rodriguez, and J. Rello, "Severe sepsis mortality prediction with logistic regression over latent factors," Expert Systems with Applications, vol. 39, 2012.
10. E. Hanisch, R. Brause, J. Paetz, and B. Arlt, "Predicting death for patients with abdominal septic shock," Journal of Intensive Care Medicine, vol. 26, 2009.
11. J. Tu, "Advantages and disadvantages of using artificial neural networks versus logistic regression for predicting medical outcomes," J Clin Epidemiol, vol. 49, pp. 1225-1231, 1996. (Pubitemid 26386228)
12. J. van den Berg, U. Kaymak, and W.-M. van den Bergh, "Fuzzy classification using probability-based rule weighting," in Proc. 11th IEEE Int. Conf. Fuzzy Syst., 2002, pp. 991-996. (Pubitemid 35466259)
13. L. I. Kuncheva, Fuzzy Classifier Design. Heidelberg: Springer, 2000.
14. V. Kecman, Learning and Soft Computing. MIT Press, Cambridge, MA, 2001.
15. A. H. Meghdadi and M.-R. Akbarzadeh-T, "Probabilistic fuzzy logic and probabilistic fuzzy systems," in IEEE International Fuzzy Systems Conference, 2001, pp. 1127-1130.
16. Z. Liu and H.-X. Li, "A probabilistic fuzzy logic system for modeling and control," IEEE Transactions on Fuzzy Systems, vol. 13, no. 6, pp. 848-859, 2005. (Pubitemid 43065967)
17. L. Waltman, U. Kaymak, and J. van den Berg, "Maximum likelihood parameter estimation in probabilistic fuzzy classifiers," in Proc. 14th IEEE Int. Conf. Fuzzy Syst., 2005, pp. 1098-1103. (Pubitemid 41189659)
18. H. Ishibuchi and T. Nakashima, "Effect of rule weights in fuzzy rulebased classification systems," IEEE Transactions on Fuzzy Systems, vol. 9, no. 4, pp. 506-515, 2001. (Pubitemid 32935694)
19. L. Zadeh, "Probability measures of fuzzy events," Journal of Mathematical Analysis and Applications, vol. 23, pp. 421-427, 1968.
20. J. Bezdek, Pattern recognition with fuzzy objective function algorithms. Plenum Press, 1981.
21. J. van den Berg, U. Kaymak, and W.-M. van den Bergh, "Probabilistic and statistical fuzzy set foundations of competitive exception learning," in Proc. 10th IEEE Int. Conf. Fuzzy Syst., 2001, pp. 1035-1038.
22. E. Hanisch, R. Brause, B. Arlt, J. Paetz, and K. Holzer, "The medan database," Tech. Rep., 2009.
23. L. F. Mendonça, S. M. Vieira, and J. M. C. Sousa, "Decision tree search methods in fuzzy modeling and classification," International Journal of Approximate Reasoning, vol. 44, no. 2, pp. 106-123, 2007. (Pubitemid 44794444)
24. F. Cismondi, A. Fialho, S. Vieira, J. Sousa, S. Reti, M. Howell, and S. Finkelstein, "New methods to processing misaligned, unevenly sampled time series containing missing data," in Proc. IEEE Symposium Series on Computational Intelligence - SSCI, 2011, pp. 224-231.
25. A. Fialho, F. Cismondi, S. Vieira, J. Sousa, S. Reti, M. Howell, and S. Finkelstein, "Missing data in large intensive care units databases," Crit Care Med, vol. 38, 2010.
26. A. Bensaid, L. Hall, J. Bezdek, L. Clarke, M. Silbiger, J. Arrington, and R. Murtagh, "Validity-guided (re)clustering with applications to image segmentation," in IEEE Trans. on Fuzzy Systems, 1996, pp. 112-123. (Pubitemid 126780541)
27. N. R. Pal and J. C. Bezdek, "On cluster validity for the fuzzy c-mean model," in IEEE Transactions on Fuzzy Systems, 1995, pp. 370-379.
28. A. J. V. E. W. Steyerberg, N. R. Cook, T. Gerds, M. Gonen, N. Obuchowski, M. J. Pencina, and M. W. Kattan, "Assessing the performance of prediction models: a framework for traditional and novel measures," Epidemiology, vol. 21, no. 1, pp. 128-138, 2010.
29. W. Knaus, D. Wagner, and J. Lynn, "Short-term mortality predictions for critically ill hospitalized adults: science and ethics," Science, vol. 18, pp. 389-394, 1991. (Pubitemid 21917347)