Prediction of bank failures in emerging financial markets: an ANN approach

作者: E. Nur Ozkan‐Gunay , Mehmed Ozkan

DOI: 10.1108/15265940710834753

关键词:

摘要: Purpose – The recent financial crises in the world have brought attention to need for a new international architecture which rests on crisis prevention, prediction and management. It is therefore both desirable vital explore predictive techniques providing early warnings regulatory agencies. purpose of this study propose technique prevent future crises, with reference last banking Turkey.Design/methodology/approach ANN utilized as an inductive algorithm discovering knowledge structures data used explain previous bank failures Turkish sector special case EFMs (emerging markets).Findings empirical results indicate that proved differentiate patterns or trends data. Most could be predicted long before, utilization classification approach, but more importantly it proposed detect ...

参考文章(19)
Ignacio Olmeda, Eugenio Fernández, Hybrid Classifiers for Financial Multicriteria Decision Making: TheCase of Bankruptcy Prediction Computing in Economics and Finance. ,vol. 10, pp. 317- 335 ,(1997) , 10.1023/A:1008668718837
Frederic S. Mishkin, Stanley G. Eakins, Financial Markets and Institutions ,(1998)
Mark E. Zmijewski, Methodological Issues Related to the Estimation of Financial Distress Prediction Models Journal of Accounting Research. ,vol. 22, pp. 59- 82 ,(1984) , 10.2307/2490859
Kar Yan Tam, Melody Y. Kiang, Managerial Applications of Neural Networks: The Case of Bank Failure Predictions Management Science. ,vol. 38, pp. 926- 947 ,(1992) , 10.1287/MNSC.38.7.926
E. Nur Ozkan Gunay, Gokhan Gunay, Potential insolvency, prudential regulation and supervision in emerging market banking systems: the case of Turkey International Journal of Liability and Scientific Enquiry. ,vol. 1, pp. 164- ,(2007) , 10.1504/IJLSE.2007.014589
James A Ohlson, None, Financial Ratios and the Probabilistic Prediction of Bankruptcy Journal of Accounting Research. ,vol. 18, pp. 109- 131 ,(1980) , 10.2307/2490395
Edward I. Altman, Robert A. Eisenbeis, Financial Applications of Discriminant Analysis: A Clarification The Journal of Financial and Quantitative Analysis. ,vol. 13, pp. 185- 195 ,(1978) , 10.2307/2330534
Shahidur Rahman, Lian Hwa Tan, Ooi Lyn Hew, Yih San Tan, Identifying Financial Distress Indicators of Selected Banks in Asia Asian Economic Journal. ,vol. 18, pp. 45- 57 ,(2004) , 10.1111/J.1467-8381.2004.00181.X
Pamela K. Coats, L. Franklin Fant, Recognizing financial distress patterns using a neural network tool Financial Management. ,vol. 22, pp. 142- 155 ,(1993) , 10.2307/3665934