Conference Publication Details
Mandatory Fields
Nachev, A;Stoyanov, B
INTELLIGENT DECISION MAKING SYSTEMS
MLP AND DEFAULT ARTMAP NEURAL NETWORKS FOR BUSINESS CLASSIFICATION
2010
January
Published
1
()
Optional Fields
BANKRUPTCY PREDICTION
179
184
This study shows in an empirical form that a specific class of neural networks, Default ARTMAP, is superior to the most common MLP neural networks in predicting business insolvency Our experiments are based on data collected from 88 Irish firms over six years We experimented with different network parameters, variable selection, and daunt preprocessing Our results were verified and validated by several performance metrics, ROC analysis and leave-one-out cross-validation
Grant Details
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