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Volumn 1, Issue 4, 2009, Pages 343-365

Feature selection and fuzzy rule-based classifier applied to bankruptcy prediction in banks

Author keywords

bankruptcy prediction; feature selection; FRBC; fuzzy rule based classifier; modified threshold accepting algorithm; MTA; rule generation; wavelet neural network; WNN

Indexed keywords


EID: 75149143172     PISSN: 17567017     EISSN: 17567025     Source Type: Journal    
DOI: 10.1504/IJIDS.2009.027756     Document Type: Article
Times cited : (14)

References (53)
  • 1
    • 0034138544 scopus 로고    scopus 로고
    • The integrated methodology of rough set theory and artificial neural network for business failure prediction
    • Ahn, B.A., Cho, S.S. and Kim, C.Y. (2000) ‘The integrated methodology of rough set theory and artificial neural network for business failure prediction’, Expert Systems with Applications, Vol. 18, pp.65–74.
    • (2000) Expert Systems with Applications , vol.18 , pp. 65-74
    • Ahn, B.A.1    Cho, S.S.2    Kim, C.Y.3
  • 2
    • 0034172230 scopus 로고    scopus 로고
    • The use of fuzzy clustering algorithm and self-organization neural networks for identifying potentially failing banks: an experimental study
    • Alam, P., Booth, D., Lee, K. and Thordarson, T. (2000) ‘The use of fuzzy clustering algorithm and self-organization neural networks for identifying potentially failing banks: an experimental study’, Expert Systems with Applications, Vol. 18, pp.185–199.
    • (2000) Expert Systems with Applications , vol.18 , pp. 185-199
    • Alam, P.1    Booth, D.2    Lee, K.3    Thordarson, T.4
  • 3
    • 84980104458 scopus 로고
    • Financial ratios, discriminant analysis and the prediction of corporate bankruptcy
    • Altman, E. (1968) ‘Financial ratios, discriminant analysis and the prediction of corporate bankruptcy’, Journal of Finance, Vol. 23, pp.589–609.
    • (1968) Journal of Finance , vol.23 , pp. 589-609
    • Altman, E.1
  • 4
    • 13544273825 scopus 로고    scopus 로고
    • Forecasting business profitability by using classification techniques: a comparative analysis based on a Spanish case
    • Andres, J.D., Landajo, M. and Lorca, P. (2005) ‘Forecasting business profitability by using classification techniques: a comparative analysis based on a Spanish case’, European Journal of Operational Research, Vol. 167, pp.518–542.
    • (2005) European Journal of Operational Research , vol.167 , pp. 518-542
    • Andres, J.D.1    Landajo, M.2    Lorca, P.3
  • 5
    • 0035391093 scopus 로고    scopus 로고
    • Bankruptcy prediction for credit risk using neural networks: a survey and new results
    • Atiya, A.F. (2001) ‘Bankruptcy prediction for credit risk using neural networks: a survey and new results’, IEEE Transactions on Neural Networks, Vol. 12, pp.929–935.
    • (2001) IEEE Transactions on Neural Networks , vol.12 , pp. 929-935
    • Atiya, A.F.1
  • 7
    • 23944503806 scopus 로고    scopus 로고
    • Neural and wavelet network models for financial distress classification
    • Becerra, V.M., Galvao, R.K.H. and Abou-Seads, M. (2005) ‘Neural and wavelet network models for financial distress classification’, Data Mining and Knowledge Discovery, Vol. 11, pp.35–55.
    • (2005) Data Mining and Knowledge Discovery , vol.11 , pp. 35-55
    • Becerra, V.M.1    Galvao, R.K.H.2    Abou-Seads, M.3
  • 8
    • 0000279964 scopus 로고    scopus 로고
    • Neural nets or the logit model? A comparison of each model’s ability to predict commercial bank failures
    • Bell, T. (1997) ‘Neural nets or the logit model? A comparison of each model’s ability to predict commercial bank failures’, Int. J. Intelligent Systems in Accounting, Finance, and Management, Vol. 6, pp.249–264.
    • (1997) Int. J. Intelligent Systems in Accounting, Finance, and Management , vol.6 , pp. 249-264
    • Bell, T.1
  • 9
    • 0043234660 scopus 로고    scopus 로고
    • Variable precision rough set theory and data discretisation: an application to corporate failure prediction
    • Beynon, M.J. and Peel, M.J. (2001) ‘Variable precision rough set theory and data discretisation: an application to corporate failure prediction’, Omega, Vol. 29, pp.561–576.
    • (2001) Omega , vol.29 , pp. 561-576
    • Beynon, M.J.1    Peel, M.J.2
  • 10
    • 13544271697 scopus 로고    scopus 로고
    • Prediction of commercial bank failure via multivariate statistical analysis of financial structures: the Turkish case
    • Canbas, S., Caubak, A., and Kilic, S.B. (2005) ‘Prediction of commercial bank failure via multivariate statistical analysis of financial structures: the Turkish case’, European Journal of Operational Research, Vol. 166, pp.528–546.
    • (2005) European Journal of Operational Research , vol.166 , pp. 528-546
    • Canbas, S.1    Caubak, A.2    Kilic, S.B.3
  • 11
    • 33646580038 scopus 로고    scopus 로고
    • Financial distress prediction by a radial basis function network with logit analysis learning
    • Cheng, C.B., Chen, C.L. and Fu, C.J. (2006) ‘Financial distress prediction by a radial basis function network with logit analysis learning’, Computers and Mathematics with Applications, Vol. 51, pp.579–588.
    • (2006) Computers and Mathematics with Applications , vol.51 , pp. 579-588
    • Cheng, C.B.1    Chen, C.L.2    Fu, C.J.3
  • 14
    • 0343876562 scopus 로고
    • in directory/pub/machine-learning-databases/wine
    • Forina, M. (1991) Wine Recognition Database. Available at: ics.uci.edu in directory/pub/machine-learning-databases/wine.
    • (1991) Wine Recognition Database
    • Forina, M.1
  • 16
    • 0001867238 scopus 로고
    • Interpreting neural-network connection weights
    • April
    • Garson, D.G. (1991) ‘Interpreting neural-network connection weights’, AI Expert, Vol. 6, pp.47–51, April.
    • (1991) AI Expert , vol.6 , pp. 47-51
    • Garson, D.G.1
  • 17
    • 34548186463 scopus 로고    scopus 로고
    • Functional-link net with fuzzy integral for bankruptcy prediction
    • Hu, Y.C. and Tseng, F.M. (2007) ‘Functional-link net with fuzzy integral for bankruptcy prediction’, Neurocomputing, Vol. 70, pp.2959–2968.
    • (2007) Neurocomputing , vol.70 , pp. 2959-2968
    • Hu, Y.C.1    Tseng, F.M.2
  • 18
    • 0342606579 scopus 로고    scopus 로고
    • Neuro-fuzzy ID3: a method of inducing fuzzy decision trees with linear programming for maximizing entropy and an algebraic method for incremental learning
    • Ichihashi, H., Shirai, T., Nagasaka, K. and Miyoshi, T. (1996) ‘Neuro-fuzzy ID3: a method of inducing fuzzy decision trees with linear programming for maximizing entropy and an algebraic method for incremental learning’, Fuzzy Sets and Systems, Vol. 84, pp.1–19.
    • (1996) Fuzzy Sets and Systems , vol.84 , pp. 1-19
    • Ichihashi, H.1    Shirai, T.2    Nagasaka, K.3    Miyoshi, T.4
  • 20
    • 0002197262 scopus 로고
    • Distributed representation of fuzzy rules and its application to pattern classification
    • Ishibuchi, H., Nozaki, K. and Tanaka, H. (1992) ‘Distributed representation of fuzzy rules and its application to pattern classification’, Fuzzy Sets and Systems, Vol. 52, pp.21–32.
    • (1992) Fuzzy Sets and Systems , vol.52 , pp. 21-32
    • Ishibuchi, H.1    Nozaki, K.2    Tanaka, H.3
  • 21
    • 0029359001 scopus 로고
    • Selecting fuzzy if-then rules for classification problems using genetic algorithms
    • Ishibuchi, H., Nozaki, K., Yamamoto, N. and Tanaka, H. (1995) ‘Selecting fuzzy if-then rules for classification problems using genetic algorithms’, IEEE Transactions on Fuzzy Systems, Vol. 3, pp.260–270.
    • (1995) IEEE Transactions on Fuzzy Systems , vol.3 , pp. 260-270
    • Ishibuchi, H.1    Nozaki, K.2    Yamamoto, N.3    Tanaka, H.4
  • 22
    • 0031199479 scopus 로고    scopus 로고
    • Bankruptcy prediction using case-based reasoning, neural networks and discriminant analysis
    • Jo, H., Han, I. and Lee, H. (1997) ‘Bankruptcy prediction using case-based reasoning, neural networks and discriminant analysis’, Expert Systems with Applications, Vol. 13, pp.97–108.
    • (1997) Expert Systems with Applications , vol.13 , pp. 97-108
    • Jo, H.1    Han, I.2    Lee, H.3
  • 23
    • 84978600970 scopus 로고
    • Multivariate normality and forecasting of business bankruptcy
    • Karels, G.V. and Prakash, A.J. (1987) ‘Multivariate normality and forecasting of business bankruptcy’, Journal of Business Finance and Accounting, Vol. 14, pp.573–593.
    • (1987) Journal of Business Finance and Accounting , vol.14 , pp. 573-593
    • Karels, G.V.1    Prakash, A.J.2
  • 25
    • 0030241497 scopus 로고    scopus 로고
    • Hybrid neural networks for bankruptcy predictions
    • Lee, K.C., Han, I. and Kwon, Y. (1996) ‘Hybrid neural networks for bankruptcy predictions’, Decision Support Systems, Vol. 18, pp.63–72.
    • (1996) Decision Support Systems , vol.18 , pp. 63-72
    • Lee, K.C.1    Han, I.2    Kwon, Y.3
  • 27
    • 0031209593 scopus 로고    scopus 로고
    • Determining the saliency of input variables in neural network classifiers
    • Nath, J.R., Rajagopalan, B. and Ryker, R. (1997) ‘Determining the saliency of input variables in neural network classifiers’, Computers and Operations Research, Vol. 24, pp.767–773.
    • (1997) Computers and Operations Research , vol.24 , pp. 767-773
    • Nath, J.R.1    Rajagopalan, B.2    Ryker, R.3
  • 29
    • 0000666375 scopus 로고
    • Financial rations and the probabilistic prediction of bankruptcy
    • Ohlson, J.A. (1980) ‘Financial rations and the probabilistic prediction of bankruptcy’, Journal of Accounting Research, Vol. 18, pp.109–131.
    • (1980) Journal of Accounting Research , vol.18 , pp. 109-131
    • Ohlson, J.A.1
  • 30
    • 0004401956 scopus 로고    scopus 로고
    • Hybrid classifiers for financial multicriteria decision making: the case of bankruptcy prediction
    • Olmeda, I. and Fernandez, E. (1997) ‘Hybrid classifiers for financial multicriteria decision making: the case of bankruptcy prediction’, Computational Economics, Vol. 10, pp.317–335.
    • (1997) Computational Economics , vol.10 , pp. 317-335
    • Olmeda, I.1    Fernandez, E.2
  • 31
    • 0001869303 scopus 로고
    • Predicting bank failure since deregulation
    • Federal Reserve Bank of Boston
    • Pantalone, C.C. and Platt, M.B. (1987) ‘Predicting bank failure since deregulation’, New England Economic Review, Federal Reserve Bank of Boston, pp.37–47.
    • (1987) New England Economic Review , pp. 37-47
    • Pantalone, C.C.1    Platt, M.B.2
  • 32
    • 0036776641 scopus 로고    scopus 로고
    • A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction
    • Park, C-S. and Han, I. (2002) ‘A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction’, Expert Systems with Applications, Vol. 23, pp.255–264.
    • (2002) Expert Systems with Applications , vol.23 , pp. 255-264
    • Park, C.-S.1    Han, I.2
  • 33
    • 60249087159 scopus 로고    scopus 로고
    • Modified great deluge algorithm based auto associative neural network for bankruptcy prediction in banks
    • Pramodh, C. and Ravi, V. (2007) ‘Modified great deluge algorithm based auto associative neural network for bankruptcy prediction in banks’, Int. J. Computational Intelligence Research, Vol. 3, pp.363–370.
    • (2007) Int. J. Computational Intelligence Research , vol.3 , pp. 363-370
    • Pramodh, C.1    Ravi, V.2
  • 34
  • 35
    • 50149113096 scopus 로고    scopus 로고
    • Threshold accepting trained principal component neural network and feature subset selection: application to bankruptcy prediction in banks
    • Ravi, V. and Pramodh, C. (2008) ‘Threshold accepting trained principal component neural network and feature subset selection: application to bankruptcy prediction in banks’, Applied Soft Computing, Vol. 8, pp.1539–1548.
    • (2008) Applied Soft Computing , vol.8 , pp. 1539-1548
    • Ravi, V.1    Pramodh, C.2
  • 36
    • 84899957096 scopus 로고    scopus 로고
    • A semi-online training algorithm for the radial basis function neural networks: applications to bankruptcy prediction in banks
    • V. Ravi (Ed.) IGI Global, USA
    • Ravi, V., Ravi Kumar, P., Ravi Srinivas, E. and Kasabov, N.K. (2007) ‘A semi-online training algorithm for the radial basis function neural networks: applications to bankruptcy prediction in banks’, in V. Ravi (Ed.), Advances in Banking Technology and Management: Impact of ICT and CRM, IGI Global, USA.
    • (2007) Advances in Banking Technology and Management: Impact of ICT and CRM
    • Ravi, V.1    Ravi Kumar, P.2    Ravi Srinivas, E.3    Kasabov, N.K.4
  • 37
    • 0035897965 scopus 로고    scopus 로고
    • Fuzzy rule base generation and its minimization via modified threshold accepting
    • Ravi, V., Reddy, P.J. and Zimmermann, H-J. (2001) ‘Fuzzy rule base generation and its minimization via modified threshold accepting’, Fuzzy Sets and Systems, Vol. 120, pp.271–279.
    • (2001) Fuzzy Sets and Systems , vol.120 , pp. 271-279
    • Ravi, V.1    Reddy, P.J.2    Zimmermann, H.-J.3
  • 38
    • 50149115328 scopus 로고    scopus 로고
    • Paper presented in the Proceedings of the 1st IEEE International Conference on Digital and Information Management, Bangalore
    • Ravikumar, P. and Ravi, V. (2006a) ‘Bankruptcy prediction in banks by fuzzy rule based classifier’, Paper presented in the Proceedings of the 1st IEEE International Conference on Digital and Information Management, Bangalore, pp.222–227.
    • (2006) Bankruptcy prediction in banks by fuzzy rule based classifier , pp. 222-227
    • Ravikumar, P.1    Ravi, V.2
  • 39
    • 50149112369 scopus 로고    scopus 로고
    • Paper presented in the Proceedings of the IEEE International Conference on Industrial Technology, Mumbai
    • Ravi Kumar, P. and Ravi, V. (2006b) ‘Bankruptcy prediction in banks by an ensemble classifier’, Paper presented in the Proceedings of the IEEE International Conference on Industrial Technology, Mumbai, pp.2032–2036.
    • (2006) Bankruptcy prediction in banks by an ensemble classifier , pp. 2032-2036
    • Ravi Kumar, P.1    Ravi, V.2
  • 40
    • 33846314346 scopus 로고    scopus 로고
    • Bankruptcy prediction in banks and firms via statistical and intelligent techniques – a review
    • Ravi Kumar, P. and Ravi, V. (2007) ‘Bankruptcy prediction in banks and firms via statistical and intelligent techniques – a review’, European Journal of Operational Research, Vol. 180, pp.1–28.
    • (2007) European Journal of Operational Research , vol.180 , pp. 1-28
    • Ravi Kumar, P.1    Ravi, V.2
  • 41
    • 34548483523 scopus 로고    scopus 로고
    • A neural network and fuzzy rule base hybrid for pattern classification
    • Ravi, V. and Zimmermann, H-J. (2001) ‘A neural network and fuzzy rule base hybrid for pattern classification’, Soft Computing, Vol. 5, pp.152–159.
    • (2001) Soft Computing , vol.5 , pp. 152-159
    • Ravi, V.1    Zimmermann, H.-J.2
  • 43
    • 84988828223 scopus 로고
    • Neural networks: a tool for predicting thrift failures
    • Salchenberger, L., Mine, C. and Lash, N. (1992) ‘Neural networks: a tool for predicting thrift failures’, Decision Sciences, Vol. 23, pp.899–916.
    • (1992) Decision Sciences , vol.23 , pp. 899-916
    • Salchenberger, L.1    Mine, C.2    Lash, N.3
  • 44
    • 0036776357 scopus 로고    scopus 로고
    • A genetic algorithm application in bankruptcy prediction modeling
    • Shin, K-S. and Lee, Y-J. (2002) ‘A genetic algorithm application in bankruptcy prediction modeling’, Expert Systems with Applications, Vol. 23, pp.321–328.
    • (2002) Expert Systems with Applications , vol.23 , pp. 321-328
    • Shin, K.-S.1    Lee, Y.-J.2
  • 45
    • 0001273663 scopus 로고
    • Neural network models and the prediction of bank bankruptcy
    • Tam, K.Y. (1991) ‘Neural network models and the prediction of bank bankruptcy’, OMEGA, Vol. 19, pp.429–445.
    • (1991) OMEGA , vol.19 , pp. 429-445
    • Tam, K.Y.1
  • 46
    • 33846279365 scopus 로고
    • Predicting bank failures: a neural network approach
    • Tam, K.Y. and Kiang, M. (1992) ‘Predicting bank failures: a neural network approach’, Decision Sciences, Vol. 23, pp.926–947.
    • (1992) Decision Sciences , vol.23 , pp. 926-947
    • Tam, K.Y.1    Kiang, M.2
  • 47
    • 1942423173 scopus 로고    scopus 로고
    • GenSo-EWS: a novel neural-fuzzy based early warning system for predicting bank failures
    • Tung, W.L., Quek, C. and Cheng, P. (2004) ‘GenSo-EWS: a novel neural-fuzzy based early warning system for predicting bank failures’, Neural Networks, Vol. 17, pp.567–587.
    • (2004) Neural Networks , vol.17 , pp. 567-587
    • Tung, W.L.1    Quek, C.2    Cheng, P.3
  • 48
    • 0028444978 scopus 로고
    • Bankruptcy prediction using neural networks
    • Wilson, R.L. and Sharda, R. (1994) ‘Bankruptcy prediction using neural networks’, Decision Support Systems, Vol. 11, pp.545–557.
    • (1994) Decision Support Systems , vol.11 , pp. 545-557
    • Wilson, R.L.1    Sharda, R.2
  • 49
    • 84951716978 scopus 로고    scopus 로고
    • Aachen, Germany: MIT GmbH
    • WINROSA (1997) Manual. Aachen, Germany: MIT GmbH.
    • (1997) Manual
    • WINROSA1
  • 50
    • 0000868331 scopus 로고
    • Induction of fuzzy decision trees
    • Yuan, Y. and Shaw, M.J. (1995) ‘Induction of fuzzy decision trees’, Fuzzy Sets and Systems, Vol. 69, pp.125–139.
    • (1995) Fuzzy Sets and Systems , vol.69 , pp. 125-139
    • Yuan, Y.1    Shaw, M.J.2
  • 51
    • 0030283584 scopus 로고    scopus 로고
    • A genetic algorithm for generating fuzzy classification rules
    • Yuan, Y. and Zhuang, H. (1996) ‘A genetic algorithm for generating fuzzy classification rules’, Fuzzy Sets and Systems, Vol. 84, pp.1–19.
    • (1996) Fuzzy Sets and Systems , vol.84 , pp. 1-19
    • Yuan, Y.1    Zhuang, H.2
  • 52
    • 0031098254 scopus 로고    scopus 로고
    • Using wavelet network in nonparametric estimation
    • Zhang, Q. (1997) ‘Using wavelet network in nonparametric estimation’, IEEE Transactions on Neural Networks, Vol. 8, pp.227–236.
    • (1997) IEEE Transactions on Neural Networks , vol.8 , pp. 227-236
    • Zhang, Q.1


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