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A Comparison of the Discrimination of Business Failure Prediction Models  

최태성 (인하대학교 경영학부)
김형기 (인하대학교 경영연구소 책임연구원)
김성호 (한국철도기술연구원)
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Abstract
In this paper, we compares the business failure prediction accuracy among Linear Programming Discriminant Analysis(LPDA) model, Multivariate Discriminant Analysis (MDA) model and logit analysis model. The Data for 417 companies analyzed were gathered from KIS-FAS Published by Korea Information Service in 1999. The result of comparison for four time horizons shows that LPDA Is advantageous in prediction accuracy over the other two models when over all tilt ratio and business failure accuracy are considered simultaneously.
Keywords
Linear Programming Discriminant Analysis(LPDA); Multivariate Discriminant Analysis (MDA); logit analysis; business failure; prediction accuracy;
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1 Market Prices, Financial Rations and the Prediction of Failure /
[ Beaver, W.H. ] / Journal of Accounting Research
2 Survey of Mathematical Programming Models and Experimental Results for Linear Discriminant Analysis /
[ Erenguc, S.S.;G.J. Koehler ] / Managerial and Decision Economics   DOI   ScienceOn
3 On the Classification Gap in Mathematical Programming Based Approaches to the Discriminant Problem /
[ Stam, A.;C.T. Ragsdale ] / Naval Research Logistics   DOI
4 A New Class of Models for the Discriminant Problem /
[ Glover, F.;S. Keene;B. Duea ] / Decision Sciences   DOI
5 A Neural Network Application to Classification of Health Status of HIV/AIDS Patients /
[ Kwak, N.K.;C. Lee ] / Journal of Medical Systems   DOI   ScienceOn
6 Mathematical Programming Approaches for the Classification Problem in Two-Group Discriminant Analysis /
[ Joachimsthaler, E.A.;A. Stam ] / Multivariate Behavioral Research   DOI
7 Improved Linear and Integer Programming Models for Discriminant Analysis /
[ Glover, F.;Y. Ijiri(ed.) ] / Creative and Innovative Approaches to the Science of Management
8 /
[ Huberty, C.J. ] / Applied Discriminant Analysis
9 /
[ Lachenbruch, P.A. ] / Discriminant analysis
10 A Discriminant Analysis of Predictors of Business Failure /
[ Deakin, E.B. ] / Journal of Accounting Research
11 Methodological Issues Related to the Estimation of Financial Distress Prediction Models /
[ Zmijewski, M.E. ] / Journal of Accounting Research   DOI   ScienceOn
12 An Experimental Comparison of Statistical and Linear Programming Approaches to the Discriminant Problem /
[ Bajgier, S.M.;A.V. Hill ] / Decision Sciences   DOI
13 Multigroup Discriminant Analysis Using Linear Programming /
[ Willy Gochet;A. Stam;V. Srinivasan;S. Chen ] / Operations Research
14 Unacceptable Solutions and the Hybrid Discriminant Model /
[ Koehler, G.J. ] / Decision Science   DOI
15 Improved Linear Programming Models for Discriminant Analysis /
[ Glover, F. ] / Decision Sciences   DOI
16 /
[ 이계원 ] / 회계정보에 의한 기업부실 예측과 시장반응
17 Coporate Bankruptcy, Potential Stockholder Returns and Share Valuation /
[ Altman, E.I. ] / The Journal of Finance
18 Coporate Bankruptcy, Potential Stockholder Returns and Share Valuation /
[ Altman, E.I. ] / The Journal of Finance 23
19 /
[ Hand, D.J. ] / Discrimination and Classification
20 Application and Implementation : A Linear Programming Approach to the Discriminant Problem /
[ Freed, N.;F. Glover ] / Decision Sciences   DOI
21 An Experimental Comparison of Several Approaches to the Discriminant Problem with Both Qualitative and Quantitative Variables /
[ Markowski, C.A.;E.P. Markowski ] / Journal of Operational Research   DOI   ScienceOn
22 Financial Ratios and the Probabilistic Prediction of Bankruptcy /
[ Ohlson, J.A. ] / Journal of Accounting Research
23 Characterization of Unacceptable Solutions in LP Discriminant Analysis /
[ Koehler, G.J. ] / Decision Science   DOI
24 Simple but Powerful Goal Programming Models for Discriminant Problems /
[ Freed, N.;F. Glover ] / European Journal of Operational Research   DOI   ScienceOn
25 Nonparametric Two-Group Classification : Concepts and a SAS-Based Software Package /
[ Silva, P.D.;A. Stam ] / The American Statistician   DOI   ScienceOn
26 An Experimental Comparison of Some Recently Developed Liear Programming Approaches to the Discriminant Problem /
[ Lam, K.F.;J.W. Moy ] / Computers and Operations Research   DOI   ScienceOn
27 Four Approaches to the Classification Problem in Discriminant Analysis : An Experimental Study /
[ Joachimsthaler, E.A.;A. Stam ] / Decision Sciences   DOI
28 Modeling International Loan Portfolios Through Linear Programming Discriminant Analysis /
[ Gordon, K.R.;M. Palmer;F. Glover ] / Journal of Policy Modeling   DOI   ScienceOn
29 Improper Linear Discriminant Classifiers /
[ Koehler, G.J. ] / European Journal of Operational Research   DOI   ScienceOn
30 부실표본을 이용한 우리나라 상장기업의 회계조정행위분석 /
[ 장휘용 ] / 회계학연구
31 Classification and Regression Trees /
[ Breiman, L.;J.H. Friedman;R.A. Olsen;C.J. Stone ] / The Wadsworth Statistics/Probability series
32 Minimizing Deviations from the Group Mean : A New Linear Programming Approach for the Two-group Classification Problem /
[ Lam, K.F.;E.U. Choo;J.W. Moy ] / European Journal of Operation Research   DOI   ScienceOn
33 Resolving Certain Difficulties and Improving the Classification Power of the LP Disciminant Analysis Procedure /
[ Freed, N.;F. Glover ] / Decision Sciences   DOI
34 Second Order Mathematical Programming Formulations For Discriminant Analysis /
[ Silva, P.D.;A Stam ] / European Journal of Operational Research   DOI   ScienceOn
35 Some Examples of Discrimination /
[ Smith, C.A.B. ] / Annals of Eugenics
36 Evaluating Alternative Liear Programming Models to Solve the Two-Group Discriminant Problem /
[ Freed, N.;F. Glover ] / Decision Sciences   DOI