Article ID: | iaor1993273 |
Country: | United Kingdom |
Volume: | 43 |
Issue: | 3 |
Start Page Number: | 215 |
End Page Number: | 226 |
Publication Date: | Mar 1992 |
Journal: | Journal of the Operational Research Society |
Authors: | Hart A. |
Keywords: | neural networks |
This paper gives a general introduction to neural networks, and then provides a more detailed description of one type of neural network, namely the multi-layer perceptron. Four experiments on datasets are then reported. These compare the performance of a multi-layer perceptron with induced decision trees, and show some of the strengths of neural networks. A further dataset is then used to demonstrate some of the problems which may occur if there are insufficient data. The paper concludes with some general practical advice.