<abstract xmlns="http://www.w3.org/1999/xhtml"><p>In recent years, artificial neural networks have been commonly used for time series forecasting by researchers from various fields. There are some types of artificial neural networks and feed forward artificial neural networks model is one of them. Although feed forward artificial neural networks gives successful forecasting results they have a basic problem. This problem is architecture selection problem. In order to eliminate this problem, Yadav et al. (2007) proposed multiplicative neuron model artificial neural network. In this study, differential evolution algorithm is proposed for the training of multiplicative neuron model for forecasting. The proposed method is applied to two well-known different real world time series data.</p></abstract>

In recent years, artificial neural networks have been commonly used for time series forecasting by researchers from various fields. There are some types of artificial neural networks and feed forward artificial neural networks model is one of them. Although feed forward artificial neural networks gives successful forecasting results they have a basic problem. This problem is architecture selection problem. In order to eliminate this problem, Yadav et al. (2007) proposed multiplicative neuron model artificial neural network. In this study, differential evolution algorithm is proposed for the training of multiplicative neuron model for forecasting. The proposed method is applied to two well-known different real world time series data.

The Training Of Multiplicative Neuron Model Based Artificial Neural Networks With Differential Evolution Algorithm For Forecasting

Department of Statistics, Giresun University, Giresun, 28100, Giresun, Turkey

Journal of Artificial Intelligence and Soft Computing Research

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

In recent years, artificial neural networks have been commonly used for time series forecasting by researchers from various fields. There are some types of...

The Training Of Multiplicative Neuron Model Based Artificial Neural Networks With Differential Evolution Algorithm For Forecasting

Online veröffentlicht: 13. Jan. 2016

Seitenbereich: 5 - 11

DOI: https://doi.org/10.1515/jaiscr-2016-0001

Schlüsselwörter
Artificial neural networks, multiplicative neuron model, differential evolution algorithm, forecasting

© 2016 Academy of Management (SWSPiZ), Lodz

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

The Training Of Multiplicative Neuron Model Based Artificial Neural Networks With Differential Evolution Algorithm For Forecasting

Online veröffentlicht: 13. Jan. 2016

Seitenbereich: 5 - 11

DOI: https://doi.org/10.1515/jaiscr-2016-0001

SchlüsselwörterArtificial neural networks, multiplicative neuron model, differential evolution algorithm, forecasting

© 2016 Academy of Management (SWSPiZ), Lodz

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Schlüsselwörter
Artificial neural networks, multiplicative neuron model, differential evolution algorithm, forecasting