Intelligent Systems in Accounting Finance & Management · 1998 · 280 citations · 33 references
ComputingBusiness AnalyticsComputer ScienceArtificial IntelligenceMachine LearningPredictive AnalyticsDeep LearningFinancial Statement FraudFraud DetectionFraud PreventionNeural NetworksPattern RecognitionBankruptcy PredictionBankruptcy Prediction ModelsFinancial Statement Fraud DetectionFraud Prediction ModelsMachine Learning Detection ModelsNeural Network ModelingPredictive Analytics For FraudPredictive Fraud Modeling
This paper uses a Artificial Neural Network (AutoNet) to develop a model for detecting management fraud. The study offers an in-depth examination of important publicly available predictors of fraudulent financial statements. We find a model with a high probability of detecting fraudulent financial statements on one sample. The study reinforces the validity and efficiency of AutoNet as a research tool and provides additional empirical evidence regarding the merits of suggested red flags for fraudulent financial statements. © 1998 John Wiley & Sons, Ltd.
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Choice Reviews Online · 1990 · 35.7K citations
Separation of Ownership and Control
Eugene F. Fama, Michael C. Jensen · The Journal of Law and Economics · 1983 · 19.1K citations