Assessing bank soundness with classification techniques

Omega - Tập 38 - Trang 345-357 - 2010
Christos Ioannidis1, Fotios Pasiouras2, Constantin Zopounidis2
1Department of Economics, University of Bath, UK
2Financial Engineering Laboratory, Department of Production Engineering and Management, Technical University of Crete, Greece

Tài liệu tham khảo

Caprio G, Klingebiel D. Episodes of systemic and borderline financial crises, January 2003, World Bank, available at 〈http://go.worldbank.org/5DYGICS7B0〉. Barth JR, Caprio Jr G, Levine R. Financial regulation and performance: Cross-country evidence. Central Bank of Chile Working Papers 2001; No. 118, November. Barth J.R, Caprio G. Jr, Levine R. Rethinking bank regulation. Bank of England and Bank of Slovenia Conference on Small Countries, Big Markets Achieving Financial Stability in Small Sophisticated Markets, Ljubljana, Slovenia, 28 October 2005. Davis, 2008, Comparing early warning systems for banking crises, Journal of Financial Stability, 4, 89, 10.1016/j.jfs.2007.12.004 Gutierrez, 2010, Hybridizing Logistic Regression with Product Unit and RBF networks for accurate detection and prediction of banking crises, Omega, 38 Bell, 2000, Leading indicator models of banking crises—a critical review, Financial Stability Review, 113 Caprio G. Jr, Klingebiel D. Bank insolvencies: cross-country experience. World Bank Policy Research Working Paper 1620, July 1996. Canbas, 2005, Prediction of commercial bank failure via multivariate statistical analysis of financial structures: the Turkish case, European Journal of Operational Research, 166, 528, 10.1016/j.ejor.2004.03.023 Lanine, 2006, Failure prediction in the Russian bank sector with logit and trait recognition models, Expert Systems with Applications, 30, 463, 10.1016/j.eswa.2005.10.014 Gaganis, 2006, A multicriteria decision framework for measuring banks’ soundness around the world, Journal of Multi-Criteria Decision Analysis, 14, 103, 10.1002/mcda.405 Rami Kumar, 2007, Bankruptcy prediction in banks and firms via statistical and intelligent techniques—a review, European Journal of Operational Research, 180, 1, 10.1016/j.ejor.2006.08.043 Jo, 1996, Integration of case-based forecasting, neural network, and discriminant analysis for bankruptcy prediction, Expert Systems with Applications, 11, 415, 10.1016/S0957-4174(96)00056-5 Doumpos, 2002, A stacked generalization framework for credit risk assessment, Operational Research: An International Journal, 2, 261, 10.1007/BF02936330 Doumpos, 2007, Model combination for credit risk assessment: a stacked generalization approach, Annals of Operations Research, 151, 289, 10.1007/s10479-006-0120-x Demirguc-Kunt, 2008, Banking on the principles: compliance with Basel Core Principles and bank soundness, Journal of Financial Intermediation, 17, 511, 10.1016/j.jfi.2007.10.003 Poon, 1999, A multivariate analysis of the determinants of Moody's bank financial strength ratings, Journal of International Financial Markets, Institutions and Money, 9, 267, 10.1016/S1042-4431(99)00011-6 Poon, 2005, Are unsolicited credit ratings lower? International evidence from bank ratings, Journal of Business Finance and Accounting, 32, 1741, 10.1111/j.0306-686X.2005.00646.x Pasiouras, 2006, The impact of bank regulations, supervision, market structure and bank characteristics on individual bank ratings: a cross-country analysis, Review of Quantitative Finance and Accounting, 27, 403, 10.1007/s11156-006-0045-0 Pasiouras, 2007, A multicriteria discrimination approach for the credit rating of Asian banks, Annals of Finance, 3, 351, 10.1007/s10436-006-0052-0 Barth J.R, Caprio Jr G, Levine R. Bank regulations are changing: But for better or worse? World Bank Policy Research Working Paper 4646; 2008. Agoraki M-E, Delis M.D, Pasiouras F. Regulations, competition and bank risk-taking in transition countries. Journal of Financial Stability 2009; In Press, available online at sciencedirect, doi:10.1016/j.jfs.2009.08.002. Beck, 2000, A new database on financial development and structure, World Bank Economic Review, 14, 597, 10.1093/wber/14.3.597 Le Bras A, Andrews D. Bank Rating Methodology: Criteria Report. 25 May 2004, FitchRatings, available at 〈www.fitchratings.com〉. Theodore SS. Bank credit risk rating methodology (an analytical framework for banks in developed markets. Moody's Investors Service, Global Credit Research, April 1999. Wheelock, 2000, Why do banks disappearʔ The determinants of US bank failures and acquisitions, The Review of Economics and Statistics, 82, 127, 10.1162/003465300558560 Golin, 2001 Lennox, 1999, Identifying failing companies: a re-evaluation of the logit, probit and da approaches, Journal of Economics and Business, 51, 347, 10.1016/S0148-6195(99)00009-0 Falkenstein, 2000 Koehn, 1980, Regulation of bank capital and portfolio risk, Journal of Finance, 35, 1235, 10.2307/2327096 Besanko, 1996, The regulation of bank capital: do capital standards promote bank safetyʔ, Journal of Financial Intermediation, 5, 160, 10.1006/jfin.1996.0009 Blum, 1999, Do capital adequacy requirements reduce risks in bankingʔ, Journal of Banking and Finance, 23, 755, 10.1016/S0378-4266(98)00113-7 Kendall, 1992, Bank regulation under nonbinding capital guidelines, Journal of Financial Services Research, 5, 275, 10.1007/BF00115322 Beatty, 2001, Capital, portfolio, and growth: bank behavior under risk-based capital guidelines, Journal of Financial Services Research, 20, 5, 10.1023/A:1011146725028 Barth, 2004, Bank regulation and supervision: what works bestʔ, Journal of Financial Intermediation, 13, 205, 10.1016/j.jfi.2003.06.002 Fernandez, 2005, How accounting and auditing systems can counteract risk-shifting of safety nets in banking: some international evidence, Journal of Financial Stability, 1, 466, 10.1016/j.jfs.2005.07.001 Barth, 2002, Bank safety and soundness and the structure of bank supervision: a cross-country analysis, International Review of Finance, 3, 163, 10.1111/j.1369-412X.2002.00037.x Barth, 2003, Bank Regulation and Supervision Lessons from a New Database European Shadow Financial Regulatory Committee. Internal ratings, capital standards and subordinated debt. Statement No. 7, February 2000. De Ceuster, 2003, Regulating banks through market discipline: a survey of the issues, Journal of Economic Surveys, 17, 749, 10.1046/j.1467-6419.2003.00212.x Hamalainen, 2005, A framework for market discipline in bank regulatory design, Journal of Business Finance and Accounting, 32, 183, 10.1111/j.0306-686X.2005.00592.x Demirguc-Kunt, 1998, The determinants of banking crises in developing and developed countries, IMF Staff Papers, 45, 81, 10.2307/3867330 Noy, 2004, Financial liberalization, prudential supervision, and the onset of banking crises, Emerging Markets Review, 5, 341, 10.1016/j.ememar.2004.05.001 Evrensel, 2008, Banking crisis and financial structure: a survival-time analysis, International Review of Economics and Finance, 17, 589, 10.1016/j.iref.2007.07.002 Keeley, 1990, Deposit insurance, risk, and market power in banking, American Economic Review, 5, 1183 Gehrig, 1998, Screening, cross-border banking, and the allocation of credit, Research in Economics, 52, 387, 10.1006/reec.1998.0175 Boyd, 2005, The theory of bank risk taking and competition revisited, Journal of Finance, 60, 1329, 10.1111/j.1540-6261.2005.00763.x Liang, 1989, Bank profits, risk and local market concentration, Journal of Economics and Business, 41, 297, 10.1016/0148-6195(89)90026-X De Nicolo, 2004, Bank consolidation, internationalization, and conglomeration: trends and implications for financial risk, Financial Markets, Institutions & Instruments, 13, 173, 10.1111/j.0963-8008.2004.00076.x Beck, 2006, Bank concentration, competition and crises: first results, Journal of Banking and Finance, 30, 1581, 10.1016/j.jbankfin.2005.05.010 Doumpos, 2004, Developing sorting models using preference disaggregation analysis: an experimental investigation, European Journal of Operational Research, 154, 585, 10.1016/S0377-2217(02)00815-9 Smith, 2000, Neural networks in business: techniques and applications for the operations researcher, Computers and Operations Research, 27, 1023, 10.1016/S0305-0548(99)00141-0 Breiman, 1984 Powers, 2000 Borooah, 2001 Altman, 1968, Financial ratios, discriminant analysis and the prediction of corporate bankruptcy, Journal of Finance, 23, 589, 10.2307/2978933 Wolpert, 1992, Stacked generalization, Neural Networks, 5, 241, 10.1016/S0893-6080(05)80023-1 Calomiris, 1999, Building an incentive-compatible safety net, Journal of Banking and Finance, 23, 1499, 10.1016/S0378-4266(99)00028-X Merton, 1977, An analytic derivation of the cost of deposit insurance and loan guarantees, Journal of Banking and Finance, 1, 3, 10.1016/0378-4266(77)90015-2 Yao, 2000, Option price forecasting using neural networks, Omega, 28, 455, 10.1016/S0305-0483(99)00066-3 Demyanyk, 2010, Financial crises and bank failures: a review of prediction methods, Omega, 38 Tam, 1991, Neural network models and the prediction of bank bankruptcy, Omega, 19, 429, 10.1016/0305-0483(91)90060-7 Zhang, 1998, Neural network forecasting of the British Pound/US Dollar exchange rate, Omega, 26, 495, 10.1016/S0305-0483(98)00003-6 Indro, 1999, Predicting mutual fund performance using artificial neural networks, Omega, 27, 373, 10.1016/S0305-0483(98)00048-6 Gaganis, 2009, Classification techniques for the identification of falsified financial statements: a comparative analysis, Intelligent Systems in Accounting, Finance and Management, 16, 207, 10.1002/isaf.303 Malhotra, 2003, Evaluating consumer loans using neural networks, Omega, 31, 83, 10.1016/S0305-0483(03)00016-1