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Volumn 54, Issue 3, 2013, Pages 1245-1255

Partial least square discriminant analysis for bankruptcy prediction

Author keywords

Banking crisis; Bankruptcy; Data mining; Financial ratios; PLS DA; Solvency

Indexed keywords

BANKING CRISIS; BANKRUPTCY; FINANCIAL RATIOS; PLS-DA; SOLVENCY;

EID: 84875427238     PISSN: 01679236     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dss.2012.11.015     Document Type: Article
Times cited : (109)

References (65)
  • 1
    • 0000032342 scopus 로고    scopus 로고
    • How effective are neural networks at forecasting and prediction? A review and evaluation
    • M. Adya, and F. Collopy How effective are neural networks at forecasting and prediction? A review and evaluation International Journal of Forecasting 17 5-6 1998 48 495
    • (1998) International Journal of Forecasting , vol.17 , Issue.56 , pp. 48-495
    • Adya, M.1    Collopy, F.2
  • 2
    • 41149115573 scopus 로고    scopus 로고
    • Bankruptcy forecasting: An empirical comparison of AdaBoost and neural networks
    • E. Alfaro, N. García, M. Gámez, and D. Elizondo Bankruptcy forecasting: an empirical comparison of AdaBoost and neural networks Decision Support Systems 45 1 2008 110 122
    • (2008) Decision Support Systems , vol.45 , Issue.1 , pp. 110-122
    • Alfaro, E.1    García, N.2    Gámez, M.3    Elizondo, D.4
  • 3
    • 84980104458 scopus 로고
    • Financial ratios, discriminant analysis and the prediction of corporate bankruptcy
    • E.I. Altman Financial ratios, discriminant analysis and the prediction of corporate bankruptcy Journal of Finance 23 4 1968 589 609
    • (1968) Journal of Finance , vol.23 , Issue.4 , pp. 589-609
    • Altman, E.I.1
  • 4
    • 9644265270 scopus 로고    scopus 로고
    • Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality
    • DOI 10.1016/j.jclinepi.2004.04.003, PII S0895435604001118
    • P.C. Austin, and J.V. Tu Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality Journal of Clinical Epidemiology 57 11 2004 1138 1146 (Pubitemid 39573020)
    • (2004) Journal of Clinical Epidemiology , vol.57 , Issue.11 , pp. 1138-1146
    • Austin, P.C.1    Tu, J.V.2
  • 5
    • 4644355177 scopus 로고    scopus 로고
    • Bank for International Settlements, Basel Committee on Banking Supervision, Bank for International Settlements (BIS) Basel Switzerland
    • Bank for International Settlements International Convergence of Capital Measurement and Capital Standards 2004 Basel Committee on Banking Supervision, Bank for International Settlements (BIS) Basel Switzerland
    • (2004) International Convergence of Capital Measurement and Capital Standards
  • 6
    • 0037350844 scopus 로고    scopus 로고
    • Partial least squares for discrimination
    • M. Barker, and W. Rayens Partial least squares for discrimination Journal of Chemometrics 17 3 2003 166 173
    • (2003) Journal of Chemometrics , vol.17 , Issue.3 , pp. 166-173
    • Barker, M.1    Rayens, W.2
  • 7
    • 0002554419 scopus 로고
    • Financial ratios as predictors of failure
    • (Supplement)
    • W.H. Beaver Financial ratios as predictors of failure Journal of Accounting Research 4 1966 71 111 (Supplement)
    • (1966) Journal of Accounting Research , vol.4 , pp. 71-111
    • Beaver, W.H.1
  • 8
    • 0000786043 scopus 로고    scopus 로고
    • Efficiency of financial institutions: International survey and directions for future research
    • PII S0377221796003426
    • A.N. Berger, and D.B. Humphrey Efficiency of financial institutions: International survey and directions for future research European Journal of Operational Research 98 2 1997 175 212 (Pubitemid 127380063)
    • (1997) European Journal of Operational Research , vol.98 , Issue.2 , pp. 175-212
    • Berger, A.N.1    Humphrey, D.B.2
  • 10
    • 0032766332 scopus 로고    scopus 로고
    • Robustness of partial least-squares method for estimating latent variable quality structures
    • C.M. Cassel, P. Hackl, and A.H. Westlund Robustness of partial least-squares method for estimating latent variable quality structures Journal of Applied Statistics 26 4 1999 435 446 (Pubitemid 29386272)
    • (1999) Journal of Applied Statistics , vol.26 , Issue.4 , pp. 435-446
    • Cassel, C.1    Hackl, P.2    Westlund, A.H.3
  • 11
    • 84972496372 scopus 로고
    • Influential observations, high leverage points, and outliers in linear regression
    • S. Chatterjee, and A.S. Hadi Influential observations, high leverage points, and outliers in linear regression Statistical Science 1 3 1986 379 393
    • (1986) Statistical Science , vol.1 , Issue.3 , pp. 379-393
    • Chatterjee, S.1    Hadi, A.S.2
  • 12
    • 70449521196 scopus 로고    scopus 로고
    • Automatic keyword prediction using Google similarity distance
    • P.I. Chen, and S.J. Lin Automatic keyword prediction using Google similarity distance Expert Systems with Applications 37 3 2010 1928 1938
    • (2010) Expert Systems with Applications , vol.37 , Issue.3 , pp. 1928-1938
    • Chen, P.I.1    Lin, S.J.2
  • 14
    • 0028416730 scopus 로고
    • Neural networks, decision tree induction and discriminant analysis: An empirical comparison
    • S.P. Curram, and J. Mingers Neural networks, decision tree induction and discriminant analysis: an empirical comparison Journal of the Operational Research Society 45 4 1994 440 450
    • (1994) Journal of the Operational Research Society , vol.45 , Issue.4 , pp. 440-450
    • Curram, S.P.1    Mingers, J.2
  • 15
    • 0010689618 scopus 로고
    • Distributions of financial accounting ratios: Some empirical evidence
    • E. Deakin Distributions of financial accounting ratios: some empirical evidence The Accounting Review 51 1 1976 90 96
    • (1976) The Accounting Review , vol.51 , Issue.1 , pp. 90-96
    • Deakin, E.1
  • 16
    • 79953161322 scopus 로고    scopus 로고
    • Financial crises and bank failures: A review of prediction methods
    • Y. Demyanyk, and I. Hasan Financial crises and bank failures: a review of prediction methods Omega 38 5 2010 315 324
    • (2010) Omega , vol.38 , Issue.5 , pp. 315-324
    • Demyanyk, Y.1    Hasan, I.2
  • 17
    • 0031269184 scopus 로고    scopus 로고
    • On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
    • P. Domingos, and M. Pazzani On the optimality of the simple Bayesian classifier under zero-one loss Machine Learning 29 1997 103 130 (Pubitemid 127510035)
    • (1997) Machine Learning , vol.29 , Issue.2-3 , pp. 103-130
    • Domingos, P.1    Pazzani, M.2
  • 18
    • 79955921715 scopus 로고    scopus 로고
    • Predicting corporate bankruptcy using a self-organizing map: An empirical study to improve the forecasting horizon of a financial failure model
    • P. du Jardin, and E. Séverin Predicting corporate bankruptcy using a self-organizing map: an empirical study to improve the forecasting horizon of a financial failure model Decision Support Systems 51 3 2011 701 711
    • (2011) Decision Support Systems , vol.51 , Issue.3 , pp. 701-711
    • Du Jardin, P.1    Séverin, E.2
  • 19
    • 84977404808 scopus 로고
    • Pitfalls in the application of discriminant analysis in business, finance, and economics
    • R.A. Eisenbeis Pitfalls in the application of discriminant analysis in business, finance, and economics Journal of Finance 32 3 1977 875 900
    • (1977) Journal of Finance , vol.32 , Issue.3 , pp. 875-900
    • Eisenbeis, R.A.1
  • 22
    • 84875469098 scopus 로고    scopus 로고
    • FDIC, Federal Deposit Insurance Corporation
    • FDIC Quarterly Banking Profile, Fourth Quarter 2010 2011 Federal Deposit Insurance Corporation (http://www2.fdic.gov/qbp/2010dec/qbpall.html)
    • (2011) Quarterly Banking Profile, Fourth Quarter 2010
  • 24
    • 70349280929 scopus 로고    scopus 로고
    • An experimental comparison of performance measures for classification
    • C. Ferri, J. Hernandez-Orallo, and R. Modroiu An experimental comparison of performance measures for classification Pattern Recognition Letters 30 1 2009 27 38
    • (2009) Pattern Recognition Letters , vol.30 , Issue.1 , pp. 27-38
    • Ferri, C.1    Hernandez-Orallo, J.2    Modroiu, R.3
  • 26
    • 2942598504 scopus 로고    scopus 로고
    • Variable selection in data mining: Building a predictive model for bankruptcy
    • DOI 10.1198/016214504000000287
    • D.P. Foster, and R.A. Stine Variable selection in data mining: building a predictive model for bankruptcy Journal of the American Statistical Association 99 466 2004 303 313 (Pubitemid 38750467)
    • (2004) Journal of the American Statistical Association , vol.99 , Issue.466 , pp. 303-313
    • Foster, D.P.1    Stine, R.A.2
  • 28
    • 0000900645 scopus 로고
    • Serial correlation as a convenient simplification, not a nuisance: A comment on a study of the demand for money by the Bank of England
    • D.F. Hendry, and G.E. Mizon Serial correlation as a convenient simplification, not a nuisance: a comment on a study of the demand for money by the Bank of England The Economic Journal 88 351 1978 549 563
    • (1978) The Economic Journal , vol.88 , Issue.351 , pp. 549-563
    • Hendry, D.F.1    Mizon, G.E.2
  • 29
    • 0024880831 scopus 로고
    • Multilayer feedforward networks are universal approximators
    • DOI 10.1016/0893-6080(89)90020-8
    • K. Hornik, M. Stinchcombe, and H. White Multilayer feedforward networks are universal approximators Neural Networks 2 5 1989 359 366 (Pubitemid 20609008)
    • (1989) Neural Networks , vol.2 , Issue.5 , pp. 359-366
    • Hornik Kurt1    Stinchcombe Maxwell2    White Halbert3
  • 30
    • 58349100252 scopus 로고    scopus 로고
    • A selective ensemble based on expected probabilities for bankruptcy prediction
    • C. Hung, and J.H. Chen A selective ensemble based on expected probabilities for bankruptcy prediction Expert Systems with Applications 36 3 2009 5297 5303
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 5297-5303
    • Hung, C.1    Chen, J.H.2
  • 31
    • 77957022971 scopus 로고    scopus 로고
    • Some common misunderstandings in chemometrics
    • K. Kjeldahl, and R. Bro Some common misunderstandings in chemometrics Journal of Chemometrics 24 7-8 2010 558 564
    • (2010) Journal of Chemometrics , vol.24 , Issue.78 , pp. 558-564
    • Kjeldahl, K.1    Bro, R.2
  • 32
    • 56249113343 scopus 로고    scopus 로고
    • Building predictive models in R using the caret package
    • M. Kuhn Building predictive models in R using the caret package Journal of Statistical Software 28 5 2008 1 26
    • (2008) Journal of Statistical Software , vol.28 , Issue.5 , pp. 1-26
    • Kuhn, M.1
  • 33
    • 0000740938 scopus 로고
    • A five-state financial distress prediction model
    • A.H.L. Lau A five-state financial distress prediction model Journal of Accounting Research 25 1 1987 127 138
    • (1987) Journal of Accounting Research , vol.25 , Issue.1 , pp. 127-138
    • Lau, A.H.L.1
  • 34
    • 38249043632 scopus 로고
    • Logit versus discriminant analysis. A specification test and application to corporate bankruptcies
    • A.W. Lo Logit versus discriminant analysis. A specification test and application to corporate bankruptcies Journal of Econometrics 31 2 1986 151 178
    • (1986) Journal of Econometrics , vol.31 , Issue.2 , pp. 151-178
    • Lo, A.W.1
  • 35
    • 0002531461 scopus 로고
    • The experimental design of classification models: An application of recursive partitioning and bootstrapping to commercial bank loan classifications
    • (Supplement)
    • M.L. Marais, J. Patel, and M. Wolfson The experimental design of classification models: an application of recursive partitioning and bootstrapping to commercial bank loan classifications Journal of Accounting Research 22 1984 87 113 (Supplement)
    • (1984) Journal of Accounting Research , vol.22 , pp. 87-113
    • Marais, M.L.1    Patel, J.2    Wolfson, M.3
  • 38
    • 33747449778 scopus 로고    scopus 로고
    • On multicollinearity and concurvity in some nonlinear multivariate models
    • DOI 10.1007/s10260-006-0005-9
    • I. Morlini On multicollinearity and concurvity in some nonlinear multivariate models Statistical Methods and Applications 15 1 2006 3 26 (Pubitemid 44257111)
    • (2006) Statistical Methods and Applications , vol.15 , Issue.1 , pp. 3-26
    • Morlini, I.1
  • 41
    • 34548599794 scopus 로고    scopus 로고
    • A caution regarding rules of thumb for variance inflation factors
    • R.M. O'Brien A caution regarding rules of thumb for variance inflation factors Quality and Quantity 41 5 2007 673 690
    • (2007) Quality and Quantity , vol.41 , Issue.5 , pp. 673-690
    • O'Brien, R.M.1
  • 42
    • 0000666375 scopus 로고
    • Financial ratios and the probabilistic prediction of bankruptcy
    • J.A. Ohlson Financial ratios and the probabilistic prediction of bankruptcy Journal of Accounting Research 18 1 1980 109 131
    • (1980) Journal of Accounting Research , vol.18 , Issue.1 , pp. 109-131
    • Ohlson, J.A.1
  • 43
    • 0037102687 scopus 로고    scopus 로고
    • Illuminating the "black box": A randomization approach for understanding variable contributions in artificial neural networks
    • DOI 10.1016/S0304-3800(02)00064-9, PII S0304380002000649
    • J.D. Olden, and D.A. Jackson Illuminating the "black box": a randomization approach for understanding variable contributions in artificial neural networks Ecological Modelling 154 1-2 2002 135 150 (Pubitemid 34793582)
    • (2002) Ecological Modelling , vol.154 , Issue.1-2 , pp. 135-150
    • Olden, J.D.1    Jackson, D.A.2
  • 44
    • 82255192254 scopus 로고    scopus 로고
    • Comparative analysis of data mining methods for bankruptcy prediction
    • D.L. Olson, D. Delen, and Y. Meng Comparative analysis of data mining methods for bankruptcy prediction Decision Support Systems 52 2 2012 464 473
    • (2012) Decision Support Systems , vol.52 , Issue.2 , pp. 464-473
    • Olson, D.L.1    Delen, D.2    Meng, Y.3
  • 45
    • 0036776641 scopus 로고    scopus 로고
    • A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction
    • DOI 10.1016/S0957-4174(02)00045-3, PII S0957417402000453
    • C.S. Park, and I. Han A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction Expert Systems with Applications 23 3 2002 255 264 (Pubitemid 34991878)
    • (2002) Expert Systems with Applications , vol.23 , Issue.3 , pp. 255-264
    • Park, C.-S.1    Han, I.2
  • 46
    • 0038620211 scopus 로고    scopus 로고
    • Prediction of clinical outcome with microarray data: A partial least squares discriminant analysis (PLS-DA) approach
    • M. Pérez-Enciso, and M. Tenenhaus Prediction of clinical outcome with microarray data: a partial least squares discriminant analysis (PLS-DA) approach Human Genetics 112 5-6 2003 581 592 (Pubitemid 36869053)
    • (2003) Human Genetics , vol.112 , Issue.5-6 , pp. 581-592
    • Perez-Enciso, M.1    Tenenhaus, M.2
  • 48
    • 33749469755 scopus 로고    scopus 로고
    • TANAGRA: A free software for research and academic purposes
    • R. Rakotomalala TANAGRA: a free software for research and academic purposes Proceedings of EGC'2005, RNTI-E-3 (2) 2005 697 702
    • (2005) Proceedings of EGC'2005, RNTI-E-3 (2) , pp. 697-702
    • Rakotomalala, R.1
  • 50
    • 33846314346 scopus 로고    scopus 로고
    • Bankruptcy prediction in banks and firms via statistical and intelligent techniques - A review
    • DOI 10.1016/j.ejor.2006.08.043, PII S0377221706008769
    • P.R. Ravi Kumar, and V. Ravi Bankruptcy prediction in banks and firms via statistical and intelligent techniques. A review European Journal of Operational Research 180 1 2007 1 28 (Pubitemid 46123864)
    • (2007) European Journal of Operational Research , vol.180 , Issue.1 , pp. 1-28
    • Ravi Kumar, P.1    Ravi, V.2
  • 52
    • 0035521221 scopus 로고    scopus 로고
    • Bayesian models for early warning of bank failures
    • S. Sarkar, and R.S. Sriram Bayesian models for early warning of bank failures Management Science 47 11 2001 1457 1475 (Pubitemid 34192834)
    • (2001) Management Science , vol.47 , Issue.11 , pp. 1457-1475
    • Sarkar, S.1    Sriram, R.S.2
  • 54
    • 0030190036 scopus 로고
    • Self organizing neural networks for financial diagnosis
    • C. Serrano-Cinca Self organizing neural networks for financial diagnosis Decision Support Systems 17 3 1994 227 238
    • (1994) Decision Support Systems , vol.17 , Issue.3 , pp. 227-238
    • Serrano-Cinca, C.1
  • 55
    • 9244259665 scopus 로고    scopus 로고
    • An application of support vector machines in bankruptcy prediction model
    • K.S. Shin, T.S. Lee, and H.J. Kim An application of support vector machines in bankruptcy prediction model Expert Systems with Applications 28 1 2005 127 135
    • (2005) Expert Systems with Applications , vol.28 , Issue.1 , pp. 127-135
    • Shin, K.S.1    Lee, T.S.2    Kim, H.J.3
  • 56
    • 33846660949 scopus 로고    scopus 로고
    • Using Bayesian networks for bankruptcy prediction: Some methodological issues
    • DOI 10.1016/j.ejor.2006.04.019, PII S037722170600289X
    • L. Sun, and P.P. Shenoy Using Bayesian networks for bankruptcy prediction: some methodological issues European Journal of Operational Research 180 2 2007 738 753 (Pubitemid 46199064)
    • (2007) European Journal of Operational Research , vol.180 , Issue.2 , pp. 738-753
    • Sun, L.1    Shenoy, P.P.2
  • 57
    • 84997479670 scopus 로고
    • Managerial applications of neural networks: The case of bank failure predictions
    • K.Y. Tam, and M.Y. Kiang Managerial applications of neural networks: the case of bank failure predictions Management Science 38 7 1992 926 947
    • (1992) Management Science , vol.38 , Issue.7 , pp. 926-947
    • Tam, K.Y.1    Kiang, M.Y.2
  • 60
    • 0001098205 scopus 로고
    • Estimation of Principal Components and Related Models by Iterative Least Squares
    • P.R. Krishnaiah, Academic Press New York
    • H. Wold Estimation of Principal Components and Related Models by Iterative Least Squares P.R. Krishnaiah, Multivariate Analysis 1966 Academic Press New York 391 420
    • (1966) Multivariate Analysis , pp. 391-420
    • Wold, H.1
  • 62
    • 0035965476 scopus 로고    scopus 로고
    • PLS-regression: A basic tool of chemometrics
    • DOI 10.1016/S0169-7439(01)00155-1, PII S0169743901001551
    • S. Wold, M. Sjöström, and L. Eriksson PLS-regression: a basic tool of chemometrics Chemometrics and Intelligent Laboratory Systems 58 2 2001 109 130 (Pubitemid 33033283)
    • (2001) Chemometrics and Intelligent Laboratory Systems , vol.58 , Issue.2 , pp. 109-130
    • Wold, S.1    Sjostrom, M.2    Eriksson, L.3
  • 63
    • 79952455921 scopus 로고    scopus 로고
    • Using partial least squares and support vector machines for bankruptcy prediction
    • Z. Yang, W. You, and G. Ji Using partial least squares and support vector machines for bankruptcy prediction Expert Systems with Applications 38 7 2011 8336 8342
    • (2011) Expert Systems with Applications , vol.38 , Issue.7 , pp. 8336-8342
    • Yang, Z.1    You, W.2    Ji, G.3
  • 64
    • 0001272231 scopus 로고
    • The prediction of corporate failure: The state of the art
    • C.V. Zavgren The prediction of corporate failure: the state of the art Journal of Accounting Literature 2 Spring 1983 1 35
    • (1983) Journal of Accounting Literature , vol.2 , pp. 1-35
    • Zavgren, C.V.1
  • 65
    • 0001953906 scopus 로고
    • Methodological issues related to the estimation of financial distress prediction models
    • M. Zmijewski Methodological issues related to the estimation of financial distress prediction models Journal of Accounting Research 22 1 1984 59 82
    • (1984) Journal of Accounting Research , vol.22 , Issue.1 , pp. 59-82
    • Zmijewski, M.1


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