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Building neural network models for time series : a statistical approach

Medeiros, Marcelo C. (contributor); … - 2002 - [Elektronische Ressource]

This paper is concerned with modelling time series by single hidden-layer feedforward neural network models. A coherent modelling strategy based on statistical inference is presented. Variable selection is carried out using existing techniques. The problem of selecting the number of hidden units...

Persistent link: https://www.econbiz.de/10001693108

Modelling and forecasting economic time series with single hidden-layer feedforward autoregressive artificial neural networks

Rech, Gianluigi - 2001

Persistent link: https://www.econbiz.de/10001628249

A simple varible selection technique for nonlinear models

Rech, Gianluigi - In: Modelling and forecasting economic time series with …, (pp. 1-10). 2002

Persistent link: https://www.econbiz.de/10001639530

Modelling and forecasting economic time series with single hidden-layer feedforward autoregressive artificial neural networks

Rech, Gianluigi - In: Modelling and forecasting economic time series with …, (pp. 17-72). 2002

Persistent link: https://www.econbiz.de/10001639532

Building Neural Network Models for Time Series: A Statistical Approach

Medeiros, Marcelo C.; Terasvirta, Timo; Rech, Gianluigi - 2002

This paper is concerned with modelling time series by single hidden layer feedforward neural network models. A coherent modelling strategy based on statistical inference is presented. Variable selection is carried out using existing techniques. The problem of selecting the number of hidden units...

Persistent link: https://www.econbiz.de/10011807289