A New Architecture Selection Strategy in Solving Seasonal Autoregressive Time Series by Artificial Neural Networks

Yıl 2008, Cilt: 37 Sayı: 2, 185 - 200, 01.02.2008

C. H. Aladag E. Egrioglu S. Günay

Anahtar Kelimeler

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Kaynakça

• Aladag, C. H. and Egrioglu, E. A forecasting study of time series based on the artificial neural Networks, Proceedings of 14th Statistical Research Conference 2005, 397-406, 2005. [2] Buhamra, S., Smaoui, N. and Gabr, M. The Box-Jenkins analysis and neural networks: Prediction and time series modelling, Applied Mathematical Modelling 27, 805–815, 2003. [3] Egrioglu, E., Aladag, C. H. and Gunay, S. A new model selection strategy in artificial neural networks, Applied Mathematics and Computation 195, 591–597, 2008.
• Gunay, S., Egrioglu, E. and Aladag, C. H. Introduction to single variable time series analysis (Hacettepe University Press, 2007).
• Hecth-Nielsen, R. Neurocomputing (Addison-Wesley, Menlo Park, CA., 1990).
• Hwrang, H. B. Insights into neural network forecasting of the time series corresponding to ARMA(p,q) structures, The International Journal of Management Science 29, 273–289, 2001. [7] Kang, S. An Investigation of the use of feedforward neural networks for forecasting (PhD. Thesis, Kent State University, 1991).
• Lachtermacher, G. and Fuller, J. D. Backpropagation in time-series forecasting, Journal of Forecastinng 14, 381–393, 1995.
• Lippmann, R. P. An introduction to computing with neural nets, IEEE ASSP Magazine, April, 4–22, 1987.
• Picton, P. D. Introduction to Neural Networks (Macmillan Press Ltd., 1994).
• Sharda, R. and Patil, R .B. Connectionist approach to time series prediction: An emprical test, Journal of Intelligent Manufacturing 3, 317–323, 1991.
• Tang, Z., Almeıda, C. and Fishwick P. A. Time series forecasting using neural networks vs Box-Jenkins methodology, Simulation 57, 303–310, 1991.
• Tang, Z. and Fishwick, P. A. Feedforward neural nets as models for time series forecasting, Operations Research Society of America 5, 374–385, 1993.
• Wong, F. S. Time series forecasting using backpropagation neural networks, Neurocomput- ing 2, 147–159, 1991.
• Zhang, G. P., Patuwo, B. E. and Hu, Y. M. Forecasting with artificial neural networks: The state of the art, International Journal of Forecasting 14, 35–62, 1998.
• Zhang, G.P., Patuwo, B. E. and Hu, Y. M. A simulation study of artificial neural networks for nonlinear time-series forecasting, Computers and Operations Research 28, 381–396, 2001. [17] Zhang, G. P. and Qi, M. Neural network forecasting for seasonal and trend time series, European Journal of Operational Research 160, 501–514, 2005.
• Zurada, J. M. Introduction of artificial neural systems (St. Paul: West Publishing, 1992).