Evolving Time Series Forecasting Neural Network Models

The work of Paulo Cortez was supported by the portuguese Foundation of Science & Technology through the PRAXIS XXI/BD/13793/97 grant. The work of Jose Neves was supported by the PRAXIS' project PRAXIS/P/EEI/13096/98.

[1]  Robert L. Winkler,et al.  The accuracy of extrapolation (time series) methods: Results of a forecasting competition , 1982 .

[2]  Arthur Flexer,et al.  Statistical evaluation of neural networks experiments: Minimum requirements and current practice , 1994 .

[3]  J. van Leeuwen,et al.  Neural Networks: Tricks of the Trade , 2002, Lecture Notes in Computer Science.

[4]  Zhaoyun Shi,et al.  Nonlinear time series modelling with the radial basis function-based state-dependent autoregressive model , 1999, Int. J. Syst. Sci..

[5]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[6]  W. M. Jenkins,et al.  Genetic Algorithms and Neural Networks , 1999, Neural Networks in the Analysis and Design of Structures.

[7]  E. Michael Azoff,et al.  Neural Network Time Series: Forecasting of Financial Markets , 1994 .

[8]  Paul A. Fishwick,et al.  Feedforward Neural Nets as Models for Time Series Forecasting , 1993, INFORMS J. Comput..

[9]  Warren S. Sarle,et al.  Stopped Training and Other Remedies for Overfitting , 1995 .

[10]  G. Schwarz.  Estimating the Dimension of a Model , 1978 .

[11]  Andreas S. Weigend,et al.  Time Series Prediction: Forecasting the Future and Understanding the Past , 1994 .

[12]  Eberhard Schöneburg,et al.  Stock price prediction using neural networks : A project report , 2003 .

[13]  P. Fishwick,et al.  Feed-forward Neural Nets as Models for Time Series Forecasting , 1993 .

[14]  P. Young,et al.  Time series analysis, forecasting and control , 1972, IEEE Transactions on Automatic Control.

[15]  Larry R. Medsker,et al.  Genetic Algorithms and Neural Networks , 1995 .

[16]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[17]  Dietmar Saupe,et al.  Chaos and fractals - new frontiers of science , 1992 .

[18]  Claudia Ulbricht,et al.  Multi-Recurrent Networks for Traffic Forecasting , 1994, AAAI.

[19]  Spyros Makridakis,et al.  Forecasting Methods for Management , 1989 .

[20]  Paulo Cortez,et al.  A Neural Network Based Forecasting System , 1995 .

[21]  A. Lapedes,et al.  Nonlinear signal processing using neural networks: Prediction and system modelling , 1987 .

[22]  Martin A. Riedmiller,et al.  Advanced supervised learning in multi-layer perceptrons — From backpropagation to adaptive learning algorithms , 1994 .