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Volumn 11, Issue 1, 2012, Pages 167-195

Heuristic bivariate forecasting model of multi-attribute fuzzy time series based on fuzzy clustering

Author keywords

bivariate model; forecasting; fuzzy clustering; Fuzzy time series; time invariant series

Indexed keywords


EID: 84863164800     PISSN: 02196220     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0219622012500083     Document Type: Article
Times cited : (12)

References (42)
  • 1
    • 78751639426 scopus 로고    scopus 로고
    • An empirical study of classification algorithm evaluation for financial risk prediction
    • Y. Peng, G. X. Wang, G. Kou and Y. Shi, An empirical study of classification algorithm evaluation for financial risk prediction, Applied Soft Computing 11(2) (2011) 2906-2915.
    • (2011) Applied Soft Computing , vol.11 , Issue.2 , pp. 2906-2915
    • Peng, Y.1    Wang, G.X.2    Kou, G.3    Shi, Y.4
  • 5
    • 77950628869 scopus 로고    scopus 로고
    • Deterministic vector long-term forecasting for fuzzy time series
    • S. T. Li, S. C. Kuo, Y. C. Cheng and C. C. Chen, Deterministic vector long-term forecasting for fuzzy time series, Fuzzy Sets and Systems 161(13) (2010) 1852-1870.
    • (2010) Fuzzy Sets and Systems , vol.161 , Issue.13 , pp. 1852-1870
    • Li, S.T.1    Kuo, S.C.2    Cheng, Y.C.3    Chen, C.C.4
  • 6
    • 0001073047 scopus 로고    scopus 로고
    • Forecasting enrollments based on fuzzy time series
    • S. M. Chen, Forecasting enrollments based on fuzzy time series, Fuzzy Sets and Systems 81(3) (1996) 311-319.
    • (1996) Fuzzy Sets and Systems , vol.81 , Issue.3 , pp. 311-319
    • Chen, S.M.1
  • 7
    • 79952448157 scopus 로고    scopus 로고
    • A hybrid forecasting model for enrollments based on aggregated fuzzy time series and particle swarm optimization
    • Y. L. Huang, S. J. Horng, M. X. He, P. Z. Fan, T. W. Kao, M. K. Khan, J. L. Lai and I. H. Kuo, A hybrid forecasting model for enrollments based on aggregated fuzzy time series and particle swarm optimization, Expert Systems with Applications 38(7) (2011) 8014-8023.
    • (2011) Expert Systems with Applications , vol.38 , Issue.7 , pp. 8014-8023
    • Huang, Y.L.1    Horng, S.J.2    He, M.X.3    Fan, P.Z.4    Kao, T.W.5    Khan, M.K.6    Lai, J.L.7    Kuo, I.H.8
  • 8
    • 34249899686 scopus 로고    scopus 로고
    • Deterministic fuzzy time series model for forecasting enrollments
    • S. T. Li and Y. C. Cheng, Deterministic fuzzy time series model for forecasting enrollments, Computers & Mathematics with Applications 53(12) (2007) 1904-1920.
    • (2007) Computers & Mathematics with Applications , vol.53 , Issue.12 , pp. 1904-1920
    • Li, S.T.1    Cheng, Y.C.2
  • 9
    • 79953709990 scopus 로고    scopus 로고
    • The adaptive fuzzy time series model with an application to Taiwan's tourism demand
    • R. C. Tsaur and T. C. Kuo, The adaptive fuzzy time series model with an application to Taiwan's tourism demand, Expert Systems with Applications 38(8) (2011) 9164-9171.
    • (2011) Expert Systems with Applications , vol.38 , Issue.8 , pp. 9164-9171
    • Tsaur, R.C.1    Kuo, T.C.2
  • 11
    • 0035502063 scopus 로고    scopus 로고
    • Effective lengths of intervals to improve forecasting in fuzzy time series
    • DOI 10.1016/S0165-0114(00)00057-9, PII S0165011400000579
    • K. Huarng, Effective lengths of intervals to improve forecasting in fuzzy time series, Fuzzy Sets and Systems 123(3) (2001) 387-394. (Pubitemid 32780470)
    • (2001) Fuzzy Sets and Systems , vol.123 , Issue.3 , pp. 387-394
    • Huarng, K.1
  • 12
    • 50049131795 scopus 로고    scopus 로고
    • Fuzzy time series model based on probabilistic approach and rough set rule induction for empirical research in stock markets
    • H. J. Teoh, C. H. Cheng, H. H. Chu and J. S. Chen, Fuzzy time series model based on probabilistic approach and rough set rule induction for empirical research in stock markets, Data & Knowledge Engineering 67(1) (2008) 103-117.
    • (2008) Data & Knowledge Engineering , vol.67 , Issue.1 , pp. 103-117
    • Teoh, H.J.1    Cheng, C.H.2    Chu, H.H.3    Chen, J.S.4
  • 13
    • 79953679535 scopus 로고    scopus 로고
    • Multivariate fuzzy forecasting based on fuzzy time series and automatic clustering techniques
    • S. M. Chen and K. Tanuwijaya, Multivariate fuzzy forecasting based on fuzzy time series and automatic clustering techniques, Expert Systems with Applications 38(8) (2011) 10594-10605.
    • (2011) Expert Systems with Applications , vol.38 , Issue.8 , pp. 10594-10605
    • Chen, S.M.1    Tanuwijaya, K.2
  • 14
    • 40249114995 scopus 로고    scopus 로고
    • M-factor high order fuzzy time series forecasting for road accident data
    • T. A. Jilani and S. M. A. Burney, M-factor high order fuzzy time series forecasting for road accident data, Advances in Soft Computing 41 (2007) 246-254.
    • (2007) Advances in Soft Computing , vol.41 , pp. 246-254
    • Jilani, T.A.1    Burney, S.M.A.2
  • 15
    • 38649123668 scopus 로고    scopus 로고
    • A bivariate fuzzy time series model to forecast the TAIEX
    • T. H. K. Yu and K. H. Huarng, A bivariate fuzzy time series model to forecast the TAIEX, Expert Systems with Applications 34(4) (2008) 2946-2952.
    • (2008) Expert Systems with Applications , vol.34 , Issue.4 , pp. 2946-2952
    • Yu, T.H.K.1    Huarng, K.H.2
  • 16
    • 0000173897 scopus 로고
    • Fuzzy time series and its models
    • Q. Song and B. S. Chissom, Fuzzy time series and its models, Fuzzy Sets and Systems 54(3) (1993) 269-277.
    • (1993) Fuzzy Sets and Systems , vol.54 , Issue.3 , pp. 269-277
    • Song, Q.1    Chissom, B.S.2
  • 17
    • 71749101247 scopus 로고    scopus 로고
    • Application of fuzzy time series models for forecasting the amount of Taiwan export
    • H. L. Wong, Y. H. Tu and C. C. Wang, Application of fuzzy time series models for forecasting the amount of Taiwan export, Expert Systems with Applications 37(2) (2010) 1465-1470.
    • (2010) Expert Systems with Applications , vol.37 , Issue.2 , pp. 1465-1470
    • Wong, H.L.1    Tu, Y.H.2    Wang, C.C.3
  • 18
    • 79953698714 scopus 로고    scopus 로고
    • A comparison study between fuzzy time series model and ARIMA model for forecasting Taiwan export
    • C. C. Wang, A comparison study between fuzzy time series model and ARIMA model for forecasting Taiwan export, Expert Systems with Applications 38(8) (2011) 9296-9304.
    • (2011) Expert Systems with Applications , vol.38 , Issue.8 , pp. 9296-9304
    • Wang, C.C.1
  • 19
    • 33644994175 scopus 로고    scopus 로고
    • Ratio-based lengths of intervals to improve fuzzy time series forecasting
    • K. Huarng and T. H. K. Yu, Ratio-based lengths of intervals to improve fuzzy time series forecasting, IEEE Transactions on Systems Man and Cybernetics Part B 32(2) (2006) 328-340.
    • (2006) IEEE Transactions on Systems Man and Cybernetics Part B , vol.32 , Issue.2 , pp. 328-340
    • Huarng, K.1    Yu, T.H.K.2
  • 20
    • 58349092063 scopus 로고    scopus 로고
    • An improved method for forecasting enrollments based on fuzzy time series and particle swarm optimization
    • 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 Systems with Applications 36(3) (2008) 6108-6117.
    • (2008) Expert Systems with Applications , vol.36 , Issue.3 , pp. 6108-6117
    • Kuo, I.H.1    Horng, S.J.2    Kao, T.W.3    Lin, T.L.4    Lee, C.L.5    Pan, Y.6
  • 21
    • 40249108253 scopus 로고    scopus 로고
    • A refined fuzzy time series model for stock market forecasting
    • T. A. Jilani and S. M. A. Burney, A refined fuzzy time series model for stock market forecasting, Physica A 387(12) (2008) 2857-2862.
    • (2008) Physica A , vol.387 , Issue.12 , pp. 2857-2862
    • Jilani, T.A.1    Burney, S.M.A.2
  • 22
    • 33745177648 scopus 로고    scopus 로고
    • Handling forecasting problems based on two-factors high-order fuzzy time series
    • 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 Transactions on Fuzzy Systems 14(3) (2006) 468-477.
    • (2006) IEEE Transactions on Fuzzy Systems , vol.14 , Issue.3 , pp. 468-477
    • Lee, L.W.1    Wang, L.H.2    Chen, S.M.3    Leu, Y.H.4
  • 24
    • 33646038239 scopus 로고    scopus 로고
    • Entropy-based and trapezoidal fuzzificationbased fuzzy time series approach for forecasting IT project cost
    • C. H. Cheng, R. J. Chang and C. A. Yeh, Entropy-based and trapezoidal fuzzificationbased fuzzy time series approach for forecasting IT project cost, Technological Forecasting and Social Change 73(5) (2006) 524-542.
    • (2006) Technological Forecasting and Social Change , vol.73 , Issue.5 , pp. 524-542
    • Cheng, C.H.1    Chang, R.J.2    Yeh, C.A.3
  • 25
    • 80053578328 scopus 로고    scopus 로고
    • An improved fuzzy forecasting method for seasonal time series
    • H. T. Liu and M. L. Wei, An improved fuzzy forecasting method for seasonal time series, Expert Systems with Applications 37(9) (2010) 6310-6318.
    • (2010) Expert Systems with Applications , vol.37 , Issue.9 , pp. 6310-6318
    • Liu, H.T.1    Wei, M.L.2
  • 26
    • 11144350294 scopus 로고    scopus 로고
    • Natural partition-based forecasting model for fuzzy time series
    • Budapest, Hungary
    • S. T. Li and Y. P. Chen, Natural partition-based forecasting model for fuzzy time series, IEEE. Int. Conf. Fuzzy Systems (Budapest, Hungary, 2004), pp. 25-29.
    • (2004) IEEE. Int. Conf. Fuzzy Systems , pp. 25-29
    • Li, S.T.1    Chen, Y.P.2
  • 27
    • 33847636706 scopus 로고    scopus 로고
    • Temperature prediction and TAIFEX forecasting based on fuzzy logical relationships and genetic algorithms
    • L. W. Lee, L. H. Wang and S. M. Chen, Temperature prediction and TAIFEX forecasting based on fuzzy logical relationships and genetic algorithms, Expert Systems with Applications 33(3) (2007) 539-550.
    • (2007) Expert Systems with Applications , vol.33 , Issue.3 , pp. 539-550
    • Lee, L.W.1    Wang, L.H.2    Chen, S.M.3
  • 28
    • 58549116080 scopus 로고    scopus 로고
    • A new approach for determining the length of intervals for fuzzy time series
    • U. Yolcu, E. Egrioglu, V. R. Uslu, M. A. Basaran and C. H. Aladag, A new approach for determining the length of intervals for fuzzy time series, Applied Soft Computing 9(2) (2009) 647-651.
    • (2009) Applied Soft Computing , vol.9 , Issue.2 , pp. 647-651
    • Yolcu, U.1    Egrioglu, E.2    Uslu, V.R.3    Basaran, M.A.4    Aladag, C.H.5
  • 29
    • 0035502048 scopus 로고    scopus 로고
    • Heuristic models of fuzzy time series for forecasting
    • DOI 10.1016/S0165-0114(00)00093-2, PII S0165011400000932
    • K. Huarng, Heuristic models of fuzzy time series for forecasting, Fuzzy Sets and Systems 123(3) (2001) 369-386. (Pubitemid 32780469)
    • (2001) Fuzzy Sets and Systems , vol.123 , Issue.3 , pp. 369-386
    • Huarng, K.1
  • 30
    • 13444251121 scopus 로고    scopus 로고
    • Weighted fuzzy time series models for TAIEX forecasting
    • H. K. Yu, Weighted fuzzy time series models for TAIEX forecasting, Physica A 349(3-4) (2005) 609-624.
    • (2005) Physica A , vol.349 , Issue.3-4 , pp. 609-624
    • Yu, H.K.1
  • 31
    • 33947233335 scopus 로고    scopus 로고
    • A simple method of forecasting based on fuzzy time series
    • DOI 10.1016/j.amc.2006.07.128, PII S009630030600943X
    • S. R. Singh, A simple method of forecasting based on fuzzy time series, Applied Mathematics and Computation 186(1) (2007) 330-339. (Pubitemid 46435618)
    • (2007) Applied Mathematics and Computation , vol.186 , Issue.1 , pp. 330-339
    • Singh, S.R.1
  • 32
    • 71249088973 scopus 로고    scopus 로고
    • A neural network-based fuzzy time series model to improve forecasting
    • T. H. K. Yu and K. H. Huarng, A neural network-based fuzzy time series model to improve forecasting, Expert Systems with Applications 37(4) (2010) 3366-3372.
    • (2010) Expert Systems with Applications , vol.37 , Issue.4 , pp. 3366-3372
    • Yu, T.H.K.1    Huarng, K.H.2
  • 33
    • 39049162430 scopus 로고    scopus 로고
    • A new hybrid artificial neural networks and fuzzy regression model for time series forecasting
    • DOI 10.1016/j.fss.2007.10.011, PII S0165011407004678
    • M. Khashei, S. R. Hejazi and M. Bijari, A new hybrid artificial neural networks and fuzzy regression model for time series forecasting, Fuzzy Sets and Systems 159(7) (2008) 769-786. (Pubitemid 351240997)
    • (2008) Fuzzy Sets and Systems , vol.159 , Issue.7 , pp. 769-786
    • Khashei, M.1    Reza Hejazi, S.2    Bijari, M.3
  • 34
    • 60249088909 scopus 로고    scopus 로고
    • A distance-based fuzzy time series model for exchange rates forecasting
    • Y. Leu, C. P. Lee and Y. Z. Jou, A distance-based fuzzy time series model for exchange rates forecasting, Expert Systems with Applications 36(4) (2009) 8107-8114.
    • (2009) Expert Systems with Applications , vol.36 , Issue.4 , pp. 8107-8114
    • Leu, Y.1    Lee, C.P.2    Jou, Y.Z.3
  • 35
    • 78049528355 scopus 로고    scopus 로고
    • A heuristic time-invariant model for fuzzy time series forecasting
    • E. J. Bai, W. K. Wong, W. C. Chu, M. Xia and F. Pan, A heuristic time-invariant model for fuzzy time series forecasting, Expert Systems with Applications 38(3) (2011) 2701-2707.
    • (2011) Expert Systems with Applications , vol.38 , Issue.3 , pp. 2701-2707
    • Bai, E.J.1    Wong, W.K.2    Chu, W.C.3    Xia, M.4    Pan, F.5
  • 37
    • 0033281232 scopus 로고    scopus 로고
    • A study for second-order modeling of fuzzy time series
    • Seoul, Korea
    • C. C. Tsai and S. J. Wu, A study for second-order modeling of fuzzy time series, IEEE Int. Conf. Fuzzy Systems (Seoul, Korea, 1999), pp 719-725.
    • (1999) IEEE Int. Conf. Fuzzy Systems , pp. 719-725
    • Tsai, C.C.1    Wu, S.J.2
  • 38
    • 84864759041 scopus 로고    scopus 로고
    • Multiple factor hierarchical clustering algorithm for large scale web page and search engine clickstream data
    • DOI:10.1007/s10479-010-0704.3. online first
    • G. Kou and C. Lou, Multiple factor hierarchical clustering algorithm for large scale web page and search engine clickstream data, Annals of Operations Research (2010) DOI:10.1007/s10479-010-0704.3. online first.
    • (2010) Annals of Operations Research
    • Kou, G.1    Lou, C.2
  • 39
    • 56949107719 scopus 로고    scopus 로고
    • Multiple criteria mathematical programming for multi-class classification and application in network intrusion detection
    • G. Kou, Y. Peng, Z. X. Chen and Y. Shi, Multiple criteria mathematical programming for multi-class classification and application in network intrusion detection, Information Sciences 179(4) (2009) 371-381.
    • (2009) Information Sciences , vol.179 , Issue.4 , pp. 371-381
    • Kou, G.1    Peng, Y.2    Chen, Z.X.3    Shi, Y.4
  • 40
    • 36148952573 scopus 로고    scopus 로고
    • Multi-attribute fuzzy time series method based on fuzzy clustering
    • C. H. Cheng, G. W. Cheng and J. W. Wang, Multi-attribute fuzzy time series method based on fuzzy clustering, Expert Systems with Applications 34(2) (2008) 1235-1242.
    • (2008) Expert Systems with Applications , vol.34 , Issue.2 , pp. 1235-1242
    • Cheng, C.H.1    Cheng, G.W.2    Wang, J.W.3
  • 42
    • 18844455522 scopus 로고    scopus 로고
    • A type 2 fuzzy time series model for stock index forecasting
    • DOI 10.1016/j.physa.2004.11.070, PII S0378437105000725
    • K. Huarng and H. K. A. Yu, A type 2 fuzzy time series model for stock index forecasting, Physica A 353 (2005) 445-462. (Pubitemid 40684315)
    • (2005) Physica A: Statistical Mechanics and its Applications , vol.353 , Issue.1-4 , pp. 445-462
    • Huarng, K.1    Yu, H.-K.2


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