Using neural networks for classification tasks-Some experiments on data sets and practical advice

Using neural networks for classification tasks-Some experiments on data sets and practical advice

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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:
Keywords: neural networks
Abstract:

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.

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