A Neural Network Approach to Time Series Forecasting

Iffat A. Gheyas · Leslie S. Smith

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Forecasting Techniques and Applications Neural Networks and Applications Time Series Analysis and Forecasting

Abstract

Abstract—We propose a simple approach for forecasting univariate time series. The proposed algorithm is an ensemble learning technique that combines the advice from several Generalized Regression Neural Networks. We compare our algorithm with the most used algorithms on real and synthetic datasets. The proposed algorithm appears as more powerful than existing ones. Index Terms — Time series forecasting, Box-Jenkins

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1986Generalized autoregressive conditional heteroskedasticity 1977Time Series Analysis: Forecasting and Control 1995Time Series Analysis, Forecasting, and Control 2003Neural network forecasting for seasonal and trend time series 2003Regression neural network for error correction in foreign exchange forecasting and trading

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