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Volumn , Issue , 2010, Pages 49-54

Proximity fuzzy clustering and its application to time series clustering and prediction

Author keywords

Fuzzy clustering; Fuzzy rule based mode; Proximity; Time series prediction

Indexed keywords

CLASSICAL CORRELATION; CLUSTERING TIME SERIES; EUCLIDEAN; FEATURE SPACE; FUZZY INFERENCE SYSTEMS; FUZZY RELATIONAL CLUSTERING; FUZZY RELATIONS; PROXIMITY; RULE BASED; TIME SERIES CLUSTERING; TIME SERIES PREDICTION;

EID: 79851486004     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISDA.2010.5687293     Document Type: Conference Paper
Times cited : (8)

References (26)
  • 1
    • 61849164592 scopus 로고    scopus 로고
    • Fuzzy prediction architecture using recurrent neural networks
    • D. Graves, W. Pedrycz, Fuzzy prediction architecture using recurrent neural networks, Neurocomputing, vol. 72, 2009, pp. 1668-1678.
    • (2009) Neurocomputing , vol.72 , pp. 1668-1678
    • Graves, D.1    Pedrycz, W.2
  • 3
    • 0029714384 scopus 로고    scopus 로고
    • Neural networks for time series processing
    • G. Dorffner, Neural networks for time series processing, Neural Network World, vol. 6 (4), 1996, pp. 447-468.
    • (1996) Neural Network World , vol.6 , Issue.4 , pp. 447-468
    • Dorffner, G.1
  • 4
    • 0002537923 scopus 로고    scopus 로고
    • Estimation of parameters and eigenmodes of multivariate autoregressive models
    • DOI 10.1145/382043.382304
    • A. Neurmaier, T. Schneider, Estimation of parameters and eigenmodes of multivariate autoregressive models, ACM Trans. Math. Software, vol. 27 (1), 2001, pp. 27-57. (Pubitemid 33609114)
    • (2001) ACM Transactions on Mathematical Software , vol.27 , Issue.1 , pp. 27-57
    • Neumaier, A.1    Schneider, T.2
  • 6
    • 33847369874 scopus 로고    scopus 로고
    • A locally recurrent fuzzy neural network with application to wind speed prediction using spatial correlation
    • 10.1016/j.neucom.2006.01.032
    • T.G. Barbounis, J.B. Theocharis, A locally recurrent fuzzy neural network with application to wind speed prediction using spatial correlation, Neurocomputing, 2006, 10.1016/j.neucom.2006.01.032.
    • (2006) Neurocomputing
    • Barbounis, T.G.1    Theocharis, J.B.2
  • 7
    • 11244305511 scopus 로고    scopus 로고
    • NARMAX time series model prediction: Feedforward and recurrent fuzzy neural network approaches
    • DOI 10.1016/j.fss.2004.09.015, PII S0165011404004099
    • Y. Gao, M.J. Er, NARMAX time series model prediction: feedforward and recurrent fuzzy neural network approaches, Fuzzy Sets Systems, vol. 150, 2005, pp. 331-350. (Pubitemid 40056024)
    • (2005) Fuzzy Sets and Systems , vol.150 , Issue.2 , pp. 331-350
    • Gao, Y.1    Er, M.J.2
  • 8
  • 10
    • 72149119713 scopus 로고    scopus 로고
    • Autoregressive time series prediction by means of fuzzy inference systems using nonparametric residual variance estimation
    • F.M. Pouzols, A. Lendasse, A.B. Barros, Autoregressive time series prediction by means of fuzzy inference systems using nonparametric residual variance estimation, Fuzzy Sets and Systems, vol. 161, 2010, pp. 471-497.
    • (2010) Fuzzy Sets and Systems , vol.161 , pp. 471-497
    • Pouzols, F.M.1    Lendasse, A.2    Barros, A.B.3
  • 11
    • 61849110256 scopus 로고    scopus 로고
    • Batch type local search-based adaptive neuro-fuzzy interfence system (ANFIS) with self-feedbacks for time-series prediction
    • C. Vairappan, H. Tamura, S. Gao, Z. Tang, Batch type local search-based adaptive neuro-fuzzy interfence system (ANFIS) with self-feedbacks for time-series prediction, Neurocomputing, vol. 72, 2009, pp. 1870-1877.
    • (2009) Neurocomputing , vol.72 , pp. 1870-1877
    • Vairappan, C.1    Tamura, H.2    Gao, S.3    Tang, Z.4
  • 12
    • 0035422763 scopus 로고    scopus 로고
    • A new type of recurrent fuzzy neural network for modeling dynamic systems
    • S.M. Zhou, X.-D. Xu, A new type of recurrent fuzzy neural network for modeling dynamic systems, Knowledge Based Systems, vol. 14, 2001, pp. 243-251.
    • (2001) Knowledge Based Systems , vol.14 , pp. 243-251
    • Zhou, S.M.1    Xu, X.-D.2
  • 13
    • 34548686117 scopus 로고    scopus 로고
    • Linguistic time series forecasting using fuzzy recurrent neural networks
    • R.A. Aliev, B. Fazlollahi, R.R. Aliev, B. Guirimov, Linguistic time series forecasting using fuzzy recurrent neural networks, Soft Computing, vol. 12 (2), 2007, pp. 183-190.
    • (2007) Soft Computing , vol.12 , Issue.2 , pp. 183-190
    • Aliev, R.A.1    Fazlollahi, B.2    Aliev, R.R.3    Guirimov, B.4
  • 14
    • 17444431244 scopus 로고    scopus 로고
    • Chained DLS-ICBP neural networks with multiple steps time series prediction
    • DOI 10.1007/s11063-004-7774-7
    • Q. Dai, S. Chen, Chained DLS-ICBP neural networks with multiple steps time series prediction, Neural Process. Letters, vol. 21, 2005, pp. 95-107. (Pubitemid 40536768)
    • (2005) Neural Processing Letters , vol.21 , Issue.2 , pp. 95-107
    • Dai, Q.1    Chen, S.2
  • 15
    • 56549090156 scopus 로고    scopus 로고
    • Long-term time series prediction with the NARX network: An empirical evaluation
    • J.M.P. Menezes Jr., G.A. Barreto, Long-term time series prediction with the NARX network: an empirical evaluation, Neurocomputing, vol. 71, 2008, pp. 3335-3343.
    • (2008) Neurocomputing , vol.71 , pp. 3335-3343
    • Menezes Jr., J.M.P.1    Barreto, G.A.2
  • 16
    • 34249713801 scopus 로고    scopus 로고
    • Time series prediction with ensemble models applied to the CATS benchmark
    • DOI 10.1016/j.neucom.2005.12.136, PII S0925231207000410, Selected papers from the 3rd International Conference on Development and Learning (ICDL 2004)
    • J.D. Wichard, M. Ogorzalek, Time series prediction with ensemble models applied to the CATS benchmark, Neurocomputing, vol. 70, 2007, pp. 2371-2378. (Pubitemid 46825386)
    • (2007) Neurocomputing , vol.70 , Issue.13-15 , pp. 2371-2378
    • Wichard, J.D.1    Ogorzalek, M.2
  • 17
    • 67349170327 scopus 로고    scopus 로고
    • Localized support vector regression for time series prediction
    • H. Yang, K Huang, I. King, M.R. Lyu, Localized support vector regression for time series prediction, Neurocomputing, vol. 72, 2009, pp. 2659-2669.
    • (2009) Neurocomputing , vol.72 , pp. 2659-2669
    • Yang, H.1    Huang, K.2    King, I.3    Lyu, M.R.4
  • 18
    • 72949102845 scopus 로고    scopus 로고
    • Prediction of multivariate chaotic time series with local polynomial fitting
    • S. Li-yun, Prediction of multivariate chaotic time series with local polynomial fitting, Computers and Mathematics with Applications, vol. 59, 2010, pp. 737-744.
    • (2010) Computers and Mathematics with Applications , vol.59 , pp. 737-744
    • Li-Yun, S.1
  • 19
    • 33748424239 scopus 로고    scopus 로고
    • The effect of different basis functions on a radial basis function network for time series prediction: A comparative study
    • DOI 10.1016/j.neucom.2005.07.010, PII S0925231205003127, Brain Inspired Cognitive Systems Selected papers from the 1st International Conference on Brain Inspired Cognitive Systems (BICS 2004)
    • C. Harpham, C.W. Dawson, The effect of different basis functions on a radial basis function network for time series prediction: a comparative study, Neurocomputing, vol. 69, 2006, pp. 2161-2170. (Pubitemid 44340584)
    • (2006) Neurocomputing , vol.69 , Issue.16-18 , pp. 2161-2170
    • Harpham, C.1    Dawson, C.W.2
  • 20
    • 24044470614 scopus 로고    scopus 로고
    • Clustering of time series data - A survey
    • W.T. Liao, Clustering of time series data - a survey, Pattern Recognition, vol. 38, 2005, pp. 1857-1874.
    • (2005) Pattern Recognition , vol.38 , pp. 1857-1874
    • Liao, W.T.1
  • 22
    • 70449527565 scopus 로고    scopus 로고
    • Autocorrelation-based fuzzy clustering of time series
    • P. D'Urso, E.A. Maharaj, Autocorrelation-based fuzzy clustering of time series, Fuzzy Sets and Systems, vol. 16, 2009, pp. 3565-3589.
    • (2009) Fuzzy Sets and Systems , vol.16 , pp. 3565-3589
    • D'Urso, P.1    Maharaj, E.A.2
  • 24
    • 79851504782 scopus 로고    scopus 로고
    • (Accessed March 19, 2007)
    • Sun Spot Archives http://www.spaceweather.com/java/archive.html (Accessed March 19, 2007)
    • Sun Spot Archives
  • 25
    • 61849177648 scopus 로고    scopus 로고
    • (Accessed March 19, 2007)
    • E.R. Weeks: Chaotic Time Series Analysis http://www.physics.emory.edu/ ~weeks/research/tseries1.html (Accessed March 19, 2007)
    • Chaotic Time Series Analysis
    • Weeks, E.R.1
  • 26
    • 0040321375 scopus 로고    scopus 로고
    • (Accessed on May 15, 2007)
    • R.J. Hyndman, Time Series Data Library, http://www-personal.buseco. monash.edu.au/~hyndman/TSDL/, (Accessed on May 15, 2007).
    • Time Series Data Library
    • Hyndman, R.J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.