An evaluation of neural network ensembles and model selection for time series prediction

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2010, Pages

  Barrow, Devon K ^a   Crone, Sven F ^a   Kourentzes, Nikolaos ^a  

^a LANCASTER UNIVERSITY   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

FORECASTING; LEARNING SYSTEMS; NEURAL NETWORKS; TIME SERIES;

ENSEMBLE METHODS; ENSEMBLE SELECTIONS; GLOBAL MODELS; INDIVIDUAL MODELING; MODEL SELECTION; NEURAL NETWORK MODEL; NEURAL NETWORK'S ENSEMBLE; PERFORMANCE; TIME SERIES PREDICTION; TIME-SERIES DATA;

PATTERN RECOGNITION;

EID: 79959488195     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2010.5596686     Document Type: Conference Paper

References (24)

1. J. M. Bates and C. W. J. Granger, "Combination of Forecasts," Operational Research Quarterly, vol. 20, pp. 451-&, 1969.
2. P. Newbold and C. W. J. Granger, "Experience with Forecasting Univariate Time Series and Combination of Forecasts," Journal of the Royal Statistical Society Series a-Statistics in Society, vol. 137, pp. 131-165, 1974.
3. S. Crone. (2007, 20/08/2009). NN3 Results. Available: http://www.neural-forecasting-competition.com/NN3/results.htm
4. S. Makridakis and R. L. Winkler, "Averages of Forecasts - Some Empirical Results," Management Science, vol. 29, pp. 987-996, 1983.
5. S. Makridakis, et al., "The Accuracy of Extrapolation (Time-Series) Methods - Results of a Forecasting Competition," Journal of Forecasting, vol. 1, pp. 111-153, 1982.
6. G. Elliott and A. Timmermann, "Optimal forecast combinations under general loss functions and forecast error distributions," Journal of Econometrics, vol. 122, pp. 47-79, Sep 2004.
7. M. Assaad, et al., "A new boosting algorithm for improved time-series forecasting with recurrent neural networks," Information Fusion, vol. 9, pp. 41-55, Jan 2008.
8. G. Zhang, et al., "Forecasting with artificial neural networks: The state of the art," International Journal of Forecasting, vol. 14, pp. 35-62, 1998/3/1 1998.
9. G. Q. Zhang, et al., "Forecasting with artificial neural networks: The state of the art," International Journal of Forecasting, vol. 14, pp. 35-62, Mar 1998.
10. L. K. Hansen and P. Salamon, "Neural Network Ensembles," Ieee Transactions on Pattern Analysis and Machine Intelligence, vol. 12, pp. 993-1001, Oct 1990.
11. F. C. Palm and A. Zellner, "To combine or not to combine - Issues of combining forecasts," Journal of Forecasting, vol. 11, pp. 687-701, Dec 1992.
12. R. L. Winkler and R. T. Clemen, "Sensitivity of weights in combining forecasts," Operations Research, vol. 40, pp. 609-614, May-Jun 1992.
13. V. R. R. Jose and R. L. Winkler, "Simple robust averages of forecasts: Some empirical results," International Journal of Forecasting, vol. 24, pp. 163-169, Jan-Mar 2008.
14. S. Makridakis, et al., "The M2-Competition - A Real-Time Judgmentally Based Forecasting Study," International Journal of Forecasting, vol. 9, pp. 5-22, Apr 1993.
15. S. Makridakis and M. Hibon, "The M3-Competition: results, conclusions and implications," International Journal of Forecasting, vol. 16, pp. 451-476, Oct-Dec 2000.
16. M. Assaad, et al., "Predicting chaotic time series by boosted recurrent neural networks," in Neural Information Processing, Pt 2, Proceedings. vol. 4233, I. King, et al., Eds., ed Berlin: Springer-Verlag Berlin, 2006, pp. 831-840.
17. R. Avnimelech and N. Intrator, "Boosting regression estimators," Neural computation, vol. 11, pp. 499-520, Feb 1999.
18. Y. F. Deng, et al., Ensemble SVR for prediction of time series. New York: Ieee, 2005.
19. C. E. Agnew, "Bayesian Consensus Forecasts of Macroeconomic Variables," Journal of Forecasting, vol. 4, pp. 363-376, Oct-Dec 1985.
20. J. H. Stock and M. W. Watson, "Combination forecasts of output growth in a seven-country data set," Journal of Forecasting, vol. 23, pp. 405-430, Sep 2004.
21. L. Tashman, "Out-of-sample tests of forecasting accuracy: an analysis and review," International Journal of Forecasting, vol. 16, pp. 437-450, 2000.
22. S. D. Balkin and J. K. Ord, "Automatic neural network modeling for univariate time series," International Journal of Forecasting, vol. 16, pp. 509-515, Oct-Dec 2000.
23. U. Anders and O. Korn, "Model selection in neural networks," Neural Networks, vol. 12, pp. 309-323, Mar 1999.
24. G. Lachtermacher and J. D. Fuller, "Backpropagation in Time-Series Forecasting," Journal of Forecasting, vol. 14, pp. 381-393, Jul 1995.