Web-based medical decision support systems for three-way medical decision making with game-theoretic rough sets

IEEE Transactions on Fuzzy Systems

Volumn 23, Issue 1, 2015, Pages 3-15

  Yao, Jingtao ^a   Azam, Nouman ^a  

^a UNIVERSITY OF REGINA   (Canada)

Author keywords

Game theoretic rough sets (GTRS); Medical decision making; Probabilistic rough sets; Three way decision making; Web based support systems (WSS)

Indexed keywords

DECISION SUPPORT SYSTEMS; GAME THEORY; ROUGH SET THEORY; SOCIAL NETWORKING (ONLINE); UNCERTAINTY ANALYSIS; WEBSITES;

DIFFERENT DOMAINS; GAME-THEORETIC; INTELLIGENT SUPPORT; MEDICAL DECISION MAKING; MEDICAL DECISION SUPPORT SYSTEM; PROBABILISTIC ROUGH SETS; WEB-BASED DECISION SUPPORT SYSTEMS; WEB-BASED SUPPORT SYSTEMS;

DECISION MAKING;

EID: 84935012674     PISSN: 10636706     EISSN: None     Source Type: Journal    
DOI: 10.1109/TFUZZ.2014.2360548     Document Type: Article

References (62)

1. S. Al-Harbi and V. Rayward-Smith, "Adapting k-means for supervised clustering, " Appl. Intell., vol. 24, no. 3, pp. 219-226, 2006.
2. F. Amasyali and S. Albayrak, "Fuzzy c-means clustering on medical diagnostic systems, " in Proc. 12th Int. Turkish Symp. Artif. Intell. Neural Netw., 2003. [online] Availible at http://www.ce.yildiz. edu.tr/mygetfile.php?id=269.
3. N. Azam and J. T. Yao, "Multiple criteria decision analysis with gametheoretic rough sets, " in Proc. 7th Int. Conf. Rough Sets Knowl. Techonol., 2012, pp. 399-408.
4. N. Azam and J. T. Yao, "Game-theoretic rough sets for feature selection, " in Rough Sets and Intelligent Systems-Professor Zdzislaw Pawlak in Memoriam, vol. 44. Berlin, Germany: Springer, 2013, pp. 61-78.
5. N. Azam and J. T. Yao, "Analyzing uncertainties of probabilistic rough set regions with game-theoretic rough sets, " Int. J. Approx. Reason., vol. 55, no. 1, pp. 142-155, 2014.
6. K. Bache and M. Lichman. (2013). UCI machine learning repository. [Online]. Available: http://archive.ics.uci.edu/ml
7. Y. Baram, "Partial classification: The benefit of deferred decision, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 20, no. 8, pp. 769-776, Aug. 1998.
8. E. S. Berner and J. J. McGowan, "Use of diagnostic decision support systems in medical education, " Methods Inform. Med., vol. 49, no. 4, pp. 412-417, 2012.
9. H. K. Bhargava, D. J. Power, and D. Sun, "Progress in web-based decision support technologies, " Decision Support Syst., vol. 43, no. 4, pp. 1083-1095, 2007.
10. Z. Bisoffi, H. Tinto, B. S. Sirima, F. Gobbi, A. Angheben, D. Buonfrate, and J. Van den Ende, "Should malaria treatment be guided by a point of care rapid test? A threshold approach to malaria management in rural Burkina Faso, " PLoS One, vol. 8, p. e58019, 2013.
11. B. Chandra and V. Paul, "A robust algorithm for classification using decision trees, " in Proc. IEEE Conf. Cybern. Intell. Syst., 2006, pp. 1-5.
12. P. C. Chang, C. Y. Fan, and W. Y. Dzan, "A CBR-based fuzzy decision tree approach for database classification, " Expert Syst. Appl., vol. 37, no. 1, pp. 214-225, 2010.
13. X. F. Deng and Y. Y. Yao, "An information-theoretic interpretation of thresholds in probabilistic rough sets, " in Proc. Rough Sets Current Trends Comput., Lecture Notes Comput. Sci., 2012, pp. 232-241.
14. X. F. Deng andY.Y.Yao, "Mean-value-based decision-theoretic shadowed sets, " in Proc. Joint 9th IFSA World Congr. NAFIPS Annu. Meet., 2013, pp. 1382-1387.
15. X. F. Deng and Y. Y. Yao, "A multifaceted analysis of probabilistic threeway decisions, " Fundam. Inform., vol. 132, pp. 291-313, 2014.
16. R. Goudey, "Do statistical inferences allowing three alternative decisions give better feedback for environmentally precautionary decision-making?" J. Environ. Manag., vol. 85, no. 2, pp. 338-344, 2007.
17. K. B. Groot, M. C. Weinstein, T. Stijnen, M. H. Heijenbrok-Kal, and M. G. Hunink, "Uncertainty and patient heterogeneity in medical decision models, " Med. Decision Making, vol. 30, no. 2, pp. 195-205, 2010.
18. J. P. Herbert and J. T. Yao, "Game-theoretic rough sets, " Fundam. Inform., vol. 108, nos. 3/4, pp. 267-286, 2011.
19. K. Kayaer and T. Yildirim, "Medical diagnosis on Pima Indian diabetes using general regression neural networks, " in Proc. Int. Conf. Artif. Neural Netw. Neural Inform. Process, 2003, pp. 181-184.
20. H. Kodaz, S. Özşen, A. Arslan, and S. Güneş, "Medical application of information gain based artificial immune recognition system (airs): Diagnosis of thyroid disease, " Expert Syst. Appl., vol. 36, no. 2, pp. 3086-3092, 2009.
21. I. Kokshenev, R. Parreiras, P. Ekel, G. Alves, and S. Menicucci, "A webbased decision support center for electrical energy companies, " IEEE Trans. Fuzzy Syst., 2014, doi: 10.1109/TFUZZ.2014.2312984.
22. M. Komkhao, J. Lu, and L. Zhang, "Determining pattern similarity in a medical recommender system, " in Proc. 3rd Int. Conf. Data Knowl. Eng., 2012, pp. 103-114.
23. K. Leyton-Brown and Y. Shoham, Essentials Game Theory: A Concise Multidisciplinary Introduction. San Rafael, CA, USA: Morgan & Claypool, 2008.
24. D. Liang and D. Liu, "A novel risk decision-making based on decisiontheoretic rough sets under hesitant fuzzy information, " IEEE Trans. Fuzzy Syst., 2014, doi: 10.1109/TFUZZ.2014.2310495.
25. J. Lu, Q. Shambour, Y. Xu, Q. Lin, and G. Zhang, "A web-based personalized business partner recommendation system using fuzzy semantic techniques, " Comput. Intell., vol. 29, no. 1, pp. 37-69, 2013.
26. J. Lu, G. Zhang, and F. Wu, "Web-based multi-criteria group decision support system with linguistic term processing function, " IEEE Intell. Informat. Bull., vol. 5, no. 1, pp. 34-43, Jun. 2005.
27. J. Ma, J. Lu, and G. Zhang, "A three-level-similarity measuring method of participant opinions in multiple-criteria group decision supports, " Decision Support Syst., vol. 59, pp. 74-83, 2014.
28. R. F. Muresan, C. Lemnaru, and R. Potolea, "Evidence combination for baseline accuracy determination, " in Proc. IEEE 6th Int. Conf. Intell. Comput. Commun. Process., 2010, pp. 11-18.
29. S. G. Pauker and J. P.Kassirer, "The threshold approach to clinical decision making, " New England J. Med., vol. 302, no. 20, pp. 1109-1117, 1980.
30. Z. Pawlak, "Rough sets, " Int. J. Comput. Inform. Sci., vol. 11, pp. 241-256, 1982.
31. W. Pedrycz, Granular Computing: Analysis and Design of Intelligent Systems. Boca Raton, FL, USA: CRC, 2013.
32. W. Pedrycz, "Shadowed sets: Representing and processing fuzzy sets, " IEEE Trans. Syst., Man, Cybern., B, Cybern., vol. 28, no. 1, pp. 103-109, Feb. 1998.
33. W. Pedrycz, "From fuzzy sets to shadowed sets: Interpretation and computing, " Int. J. Intell. Syst., vol. 24, no. 1, pp. 48-61, 2009.
34. K. Polat, S. Güneş, and A. Arslan, "A cascade learning system for classification of diabetes disease: Generalized discriminant analysis and least square support vector machine, " Expert Syst. Appl., vol. 34, no. 1, pp. 482-487, 2008.
35. D. J. Power and S. Kaparthi, "Building web-based decision support systems, " Stud. Informat. Control, vol. 11, no. 4, pp. 291-302, 2002.
36. P. P. Repoussis, D. C. Paraskevopoulos, G. I. Zobolas, C. D. Tarantilis, and G. Ioannou, "A web-based decision support system for waste lube oils collection and recycling, " Eur. J. Oper. Res., vol. 195, no. 3, pp. 676-700, 2009.
37. D. F. Sittig, A. Wright, J. A. Osheroff, B. Middleton, J. M. Teich, J. S. Ash, E. Campbell, and D.W. Bates, "Grand challenges in clinical decision support, " J. Biomed. Informat., vol. 41, no. 2, pp. 387-392, 2008.
38. P. Szolovits, "Uncertainty and decisions in medical informatics, " Methods Inform. Med., vol. 34, pp. 111-121, 1995.
39. E. C. C. Tsang, C. Z. Wang, D. Chen, C. Wu, and Q. H. Hu, "Communication between information systems using fuzzy rough sets, " IEEE Trans. Fuzzy Syst., vol. 21, no. 3, pp. 527-540, Jun. 2013.
40. V. Urbanaviciene, A. Kaklauskas, E. K. Zavadskas, and M. Seniut, "The web-based real estate multiple criteria negotiation decision support system: A new generation of decision support systems, " Int. J. Strategic Property Manag., vol. 13, no. 3, pp. 267-286, 2009.
41. J. von Neumann, O. Morgenstern, H. Kuhn, and A. Rubinstein, Theory of Games and Economic Behavior (Commemorative Edition). Princeton, NJ, USA: Princeton Univ. Press, 2007.
42. K. B. Wagholikar, V. Sundararajan, and A. W. Deshpande, "Modeling paradigms for medical diagnostic decision support: A survey and future directions, " J. Med. Syst., vol. 36, no. 5, pp. 3029-3049, 2012.
43. R.Wang, R. Chen, and S. Kwong, "Fuzzy rough set based active learning, " IEEE Trans. Fuzzy Syst., 2014, doi: 10.1109/TFUZZ.2013.2291567
44. P. W. Woodward and J. C. Naylor, "An application to Bayesian methods in SPC, " Statistician, vol. 42, pp. 461-469, 1993.
45. D. S.Wu, G. Q. Zhang, and J. Lu, "A fuzzy preference tree-based recommender system for personalized business-to-business e-services, " IEEE Trans. Fuzzy Syst., 2014, doi: 10.1109/TFUZZ.2014.2315655.
46. J. T. Yao, "On web-based support systems, " in Proc. 2nd Indian Int. Conf. Artif. Intell., 2005, pp. 2589-2600.
47. J. T. Yao and N. Azam, "Incorporating game-theoretic rough sets in webbased medical decision support systems, " in Proc. 12th Int. Conf. Mach. Learn. Appl., 2013, pp. 335-338.
48. J. T. Yao and J. P. Herbert, "Web-based support systems with rough set analysis, " in Proc. Int. Conf. Rough Sets Intell. Syst. Paradigms, 2007, pp. 360-370.
49. J. T. Yao and J. P. Herbert, "A game-theoretic perspective on rough set analysis, " J. Chongqing Univ. Posts Telecommun. (Natural Sci. Edition), vol. 20, no. 3, pp. 291-298, 2008.
50. J. T. Yao, A. Vasilakos, and W. Pedrycz, "Granular computing: Perspectives and challenges, " IEEE Trans. Cybern., vol. 43, no. 6, pp. 1977-1989, Dec. 2013.
51. Y. Y. Yao, "A framework for web-based research support systems, " in Proc. 27th Annu. Int. Conf. Comput. Softw. Appl., 2003, pp. 601-606.
52. Y. Y. Yao, "Probabilistic rough set approximations, " Int. J. Approx. Reason., vol. 49, no. 2, pp. 255-271, 2008.
53. Y. Y. Yao, "Three-way decisions with probabilistic rough sets, " Inform. Sci., vol. 180, no. 3, pp. 341-353, 2010.
54. Y. Y. Yao, "The superiority of three-way decisions in probabilistic rough set models, " Inform. Sci., vol. 181, no. 6, pp. 1080-1096, 2011.
55. Y. Y. Yao, "Two semantic issues in a probabilistic rough set model, " Fundam. Inform., vol. 108, nos. 3/4, pp. 249-265, 2011.
56. Y. Y. Yao, "An outline of a theory of three-way decisions, " in Proc. Rough Sets Current Trends Comput., Lecture Notes Comput. Sci., 2012, pp. 1-17.
57. Y. Y. Yao and X. F. Deng, "Quantitative rough sets based on subsethood measures, " Inform. Sci., vol. 267, pp. 306-322, 2014.
58. Y. Y. Yao and Y. Zhao, "Attribute reduction in decision-theoretic rough set models, " Inform. Sci., vol. 178, no. 17, pp. 3356-3373, 2008.
59. D. S. Yeung, D. Chen, E. C. C. Tsang, J. W. T. Lee, and W. Xizhao, "On the generalization of fuzzy rough sets, " IEEE Trans. Fuzzy Syst., vol. 13, no. 3, pp. 343-361, Jun. 2005.
60. L. A. Zadeh, "Fuzzy sets, " Inform. Control, vol. 8, no. 3, pp. 338-353, 1965.
61. S. Zhao, E. C. C. Tsang, and D. Chen, "The model of fuzzy variable precision rough sets, " IEEE Trans. Fuzzy Syst., vol. 17, no. 2, pp. 451-467, Apr. 2009.
62. C. Zhou, D. C. Quach, N. Xiong, S. Huang, Q. Zhang, and Q. Yin, "An improved direct adaptive fuzzy controller of uncertain PMSM for web-based e-service systems, " IEEE Trans. Fuzzy Syst., 2014, doi: 10.1109/TFUZZ.2014.2315675.