Adaptive time-variant models for fuzzy-time-series forecasting

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

Volumn 40, Issue 6, 2010, Pages 1531-1542

  Wong, Wai Keung ^a   Bai, Enjian ^b   Chu, Alice Wai Ching ^a  

^a HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

^b DONGHUA UNIVERSITY   (China)

Author keywords

Adaptive; forecasting; fuzzy sets; fuzzy time series

Indexed keywords

ADAPTIVE; ANALYSIS WINDOWS; DEFUZZIFICATIONS; FORECASTING ACCURACY; FORECASTING MODELS; FUZZY TIME SERIES; HEURISTIC RULES; PREDICTION ACCURACY; STOCK EXCHANGE; STOCK INDICES; TESTING PHASE; TIME SERIES FORECASTING; TIME VARIANT; TRAINING PHASE; UNIVERSITY OF ALABAMA;

COMPUTER SIMULATION; FORECASTING; FUZZY SETS; TIME SERIES;

TIME SERIES ANALYSIS;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPUTER SIMULATION; DECISION SUPPORT SYSTEM; FORECASTING; FUZZY LOGIC; METHODOLOGY; THEORETICAL MODEL;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; DECISION SUPPORT TECHNIQUES; FORECASTING; FUZZY LOGIC; MODELS, THEORETICAL; PATTERN RECOGNITION, AUTOMATED;

EID: 78649955102     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2010.2042055     Document Type: Article

References (31)

1. C. H. Aladag, M. A. Basaran, E. Egrioglu, U. Yolcu, and V. R. Uslu, "Forecasting in high order fuzzy time series by using neural networks to define fuzzy relations", Expert Syst. Appl., vol. 36, no. 3, pp. 4228-4231, Apr. 2009. DOI: 10.1016/j.eswa.2008.04.001.
2. G. E. P. Box and G. M. Jenkins, Time Series Analysis: Forecasting and Control. San Francisco, CA: Holden-Day, 1970.
3. S. M. Chen, "Forecasting enrollments based on fuzzy time series", Fuzzy Sets Syst., vol. 81, no. 3, pp. 311-319, Aug. 1996.
4. S. M. Chen, "Forecasting enrollments based on high-order fuzzy time series", Cybern. Syst., vol. 33, no. 1, pp. 1-16, Jan. 2002.
5. S. M. Chen and N. Y. Chung, "Forecasting enrollments using high-order fuzzy time series and genetic algorithms", Int. J. Intell. Syst., vol. 21, no. 5, pp. 485-501, May 2006.
6. S. M. Chen and N. Y. Chung, "Forecasting enrollments of students by using fuzzy time series and genetic algorithms", Inf. Manag. Sci., vol. 17, no. 3, pp. 1-17, 2006.
7. S. M. Chen and C. C. Hsu, "A new method to forecast enrollments using fuzzy time series", Int. J. Appl. Sci. Eng., vol. 3, pp. 234-244, 2004.
8. S. M. Chen and J. R. Hwang, "Temperature prediction using fuzzy time series", IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 30, no. 2, pp. 263-275, Apr. 2000.
9. C. H. Cheng, R. J. Chang, and C. A. Yeh, "Entropy-based and trapezoidal fuzzification-based fuzzy time series approach for forecasting IT project cost", Technol. Forecast. Social Change, vol. 73, no. 5, pp. 524-542, Jun. 2006.
10. K. H. Huarng, "Heuristic models of fuzzy time series for forecasting", Fuzzy Sets Syst., vol. 123, no. 3, pp. 369-386, Nov. 2001.
11. K. H. Huarng, "Effective lengths of intervals to improve forecasting in fuzzy time series", Fuzzy Sets Syst., vol. 123, no. 3, pp. 387-394, Nov. 2001.
12. K. H. Huarng and T. H. K. Yu, "A multivariate heuristic model for fuzzy time-series forecasting", IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 37, no. 4, pp. 836-846, Aug. 2007.
13. K. H. Huarng and T. H. K. Yu, "Ratio-based lengths of intervals to improve fuzzy time series forecasting", IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 36, no. 2, pp. 328-340, Apr. 2006.
14. J. R. Hwang, S. M. Chen, and C. H. Lee, "Handing forecasting problems using fuzzy time series", Fuzzy Sets Syst., vol. 100, no. 1-3, pp. 217-228, Nov. 1998.
15. T. A. Jilani and S. M. A. Burney, "A refined fuzzy time series model for stock market forecasting", Physica A, vol. 387, no. 12, pp. 2857-2862, May 2008.
16. T. A. Jilani and S. M. A. Burney, "Multivariate stochastic fuzzy forecasting models", Expert Syst. Appl., vol. 35, no. 3, pp. 691-700, Oct. 2008.
17. I. H. Kuo, S. J. Horng, T. W. Kao, T. L. Lin, C. L. Lee, and Y. Pan, "An improved method for forecasting enrollments based on fuzzy time series and particle swarm optimization", Expert Syst. Appl., vol. 36, no. 3, pp. 6108-6117, Apr. 2008. DOI: 10.1016/j.eswa.2008.07.043.
18. L. W. Lee, L. H. Wang, S. M. Chen, and Y. H. Leu, "Handling forecasting problems based on two-factors high-order fuzzy time series", IEEE Trans. Fuzzy Syst., vol. 14, no. 3, pp. 468-477, Jun. 2006.
19. S. T. Li, Y. C. Cheng, and S. Y. Lin, "A FCM-based deterministic forecasting model for fuzzy time series", Comput. Math. Appl., vol. 56, no. 12, pp. 3052-3063, Dec. 2008. DOI: 10.1016/j.camwa.2008.07.033.
20. S. R. Singh, "A simple method of forecasting based on fuzzy time series", Appl. Math. Comput., vol. 186, no. 1, pp. 330-339, Mar. 2007.
21. S. R. Singh, "A robust method of forecasting based on fuzzy time series", Appl. Math. Comput., vol. 188, no. 1, pp. 472-484, May 2007.
22. S. R. Singh, "A computational method of forecasting based on fuzzy time series", Math. Comput. Simul., vol. 79, no. 3, pp. 539-554, Dec. 2008. DOI: 10.1016/j.matcom.2008.02.026.
23. Q. Song and B. S. Chissom, "Fuzzy time series and its models", Fuzzy Sets Syst., vol. 54, no. 3, pp. 269-277, Mar. 1993.
24. Q. Song and B. S. Chissom, "Forecasting enrollments with fuzzy time series-Part 1", Fuzzy Sets Syst., vol. 54, no. 1, pp. 1-9, Feb. 1993.
25. Q. Song and B. S. Chissom, "Forecasting enrollments with fuzzy time series-Part 2", Fuzzy Sets Syst., vol. 62, no. 1, pp. 1-8, Feb. 1994.
26. R. C. Tsaur, J. C. O. Yang, and H. F. Wang, "Fuzzy relation analysis in fuzzy time series model", Comput. Math. Appl., vol. 49, no. 4, pp. 539-548, Feb. 2005.
27. H. Theil, Applied Economic Forecasting. New York: Rand McNally, 1996.
28. N. Wagner, Z. Michalewicz, M. Khouja, and R. R. McGregor, "Time series forecasting for dynamic environments: The DyFor genetic program model", IEEE Trans. Evol. Comput., vol. 11, no. 4, pp. 433-452, Aug. 2007.
29. H. K. Yu, "A refined fuzzy time series model for forecasting", Physica A, vol. 346, no. 3/4, pp. 657-681, Feb. 2005.
30. H. K. Yu, "Weighted fuzzy time series model for TAIEX forecasting", Physica A, vol. 349, no. 3/4, pp. 609-624, Feb. 2005.
31. L. A. Zadeh, "Fuzzy sets", Inf. Control, vol. 8, no. 3, pp. 338-353, Jun. 1965.