Decision Sciences · 1992 · 534 citations · 17 references
BusinessFinanceFinancial ManagementForecastingMachine LearningPredictive AnalyticsFinancial ForecastingFinancial RiskFinancial Time Series AnalysisNeural NetworksPredictive Health ModelingRisk ClassificationFailure ForecastingFinancial Statement RatiosInput Data AnalysisNeural ForecastingNeural Network ModelingNeural Time Series Forecasting
ABSTRACT A neural network model that processes input data consisting of financial ratios is developed to predict the financial health of thrift institutions. The network's ability to discriminate between healthy and failed institutions is compared to a traditional statistical model. The differences and similarities in the two modelling approaches are discussed. The neural network, which uses the same financial data, requires fewer assumptions, achieves a higher degree of prediction accuracy, and is more robust.
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Michael Wickens, Jan Kmenta · Economica · 1972 · 1.4K citations
Feature Discovery by Competitive Learning*
David E. Rumelhart, David Zipser · Cognitive Science · 1985 · 1.1K citations · Full text
Feature discovery by competitive learning
David E. Rumelhart, David Zipser · Cognitive Science · 1985 · 890 citations