A New Data Mining Scheme Using Artificial Neural Networks

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Provided by: MDPI AG
Topic: Data Management
Format: PDF
Classification is one of the data mining problems receiving enormous attention in the database community. Although, Artificial Neural Networks (ANNs) have been successfully applied in a wide range of machine learning applications, they are however often regarded as black boxes, i.e., their predictions cannot be explained. To enhance the explanation of ANNs, a novel algorithm to extract symbolic rules from ANNs has been proposed in this paper. ANN methods have not been effectively utilized for data mining tasks because how the classifications were made is not explicitly stated as symbolic rules that are suitable for verification or interpretation by human experts.
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