haku: @indexterm decision trees / yhteensä: 35
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Tekijä:Kar Yan Tam
Kiang, M.Y.
Otsikko:Managerial applications of neural networks: The case of bank failure predictions
Lehti:Management Science
1992 : JUL, VOL. 38:7, p.926-947
Asiasana:NETWORKS
NETWORK ANALYSIS
BANK FAILURES
FORECASTING
DECISION TREES
FORECASTING TECHNIQUES
Kieli:eng
Tiivistelmä:A neural net approach is presented to perform discriminant analysis in business research. A neural net represents a nonlinear discriminant function as a pattern of connections between its processing units. Using bank default data, the neural net approach is compared to linear classifier, logistic regression, nearest neighbour, and decision tree approaches. Empirical results show that nerual nets is a promising method of evaluating bank conditions in terms of predictive accuracy, adaptability and robustness. It was shown to use it for predicting bankruptcy. The limitations of the model are also discussed.
SCIMA tietueen numero: 107461
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