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Volumn 11, Issue 1, 2009, Pages 29-45

Random survival forests models for SME credit risk measurement

Author keywords

Classification; Credit risk; Default probability; Loss functions; Random survival trees

Indexed keywords


EID: 58649086522     PISSN: 13875841     EISSN: 15737713     Source Type: Journal    
DOI: 10.1007/s11009-008-9078-2     Document Type: Article
Times cited : (93)

References (41)
  • 1
    • 0000501656 scopus 로고
    • Information theory and an extension of the maximum likelihood principle
    • In: IEEE, Piscataway
    • Akaike H (1974) Information theory and an extension of the maximum likelihood principle. In: Second international symposium on information theory. IEEE, Piscataway, pp 267-281
    • (1974) Second International Symposium on Information Theory , pp. 267-281
    • Akaike, H.1
  • 2
    • 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. J Finance 23(4):589-609
    • (1968) J Finance , vol.23 , Issue.4 , pp. 589-609
    • Altman, E.1
  • 3
    • 58049206359 scopus 로고    scopus 로고
    • Modeling credit risk for SMEs: Evidence from the US market
    • Altman E, Sabato G (2006) Modeling credit risk for SMEs: Evidence from the US market. ABACUS 19(6):716-723
    • (2006) ABACUS , vol.19 , Issue.6 , pp. 716-723
    • Altman, E.1    Sabato, G.2
  • 4
    • 7944229970 scopus 로고
    • ZETA analysis: A new model to identify bankruptcy risk of corporations
    • Altman EI, Haldeman R, Narayanan P (1977) ZETA analysis: A new model to identify bankruptcy risk of corporations. J Bank Financ 1:29-54
    • (1977) J Bank Financ , vol.1 , pp. 29-54
    • Altman, E.I.1    Haldeman, R.2    Narayanan, P.3
  • 5
    • 49549139345 scopus 로고
    • The area above the ordinal dominance graph and the area below the receiver operating characteristic graph
    • Bamber D (1975) The area above the ordinal dominance graph and the area below the receiver operating characteristic graph. J Math Psychol 12:387-415
    • (1975) J Math Psychol , vol.12 , pp. 387-415
    • Bamber, D.1
  • 6
    • 0003484708 scopus 로고    scopus 로고
    • Basel Committee on Banking Supervision Basel Committee on Banking Supervision, Basel
    • Basel Committee on Banking Supervision (2005) Amendment to the capital accord to incorporate market risks. Basel Committee on Banking Supervision, Basel
    • (2005) Amendment to the Capital Accord to Incorporate Market Risks
  • 7
    • 0002554419 scopus 로고
    • Financial ratios predictors of failure
    • Beaver W (1967) Financial ratios predictors of failure. J Acc Res 4:71-111 (Suppl)
    • (1967) J Acc Res , vol.4 , Issue.SUPPL. , pp. 71-111
    • Beaver, W.1
  • 10
  • 12
    • 33747045112 scopus 로고    scopus 로고
    • Bankruptcy prediction with industry effects
    • Chava S, Jarrow R (2004) Bankruptcy prediction with industry effects. Rev Financ 8(4):537-569
    • (2004) Rev Financ , vol.8 , Issue.4 , pp. 537-569
    • Chava, S.1    Jarrow, R.2
  • 13
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach
    • DeLong E, DeLong D, Clarke-Pearson D (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach. Biometrics 44:837-845
    • (1988) Biometrics , vol.44 , pp. 837-845
    • DeLong, E.1    DeLong, D.2    Clarke-Pearson, D.3
  • 14
    • 84977404808 scopus 로고
    • Pitfalls in the application of discriminant analysis inbusiness, finance, and economics
    • Eisenbeis RA (1977) Pitfalls in the application of discriminant analysis inbusiness, finance, and economics. J Finance 32:875-900
    • (1977) J Finance , vol.32 , pp. 875-900
    • Eisenbeis, R.A.1
  • 17
    • 0030953391 scopus 로고    scopus 로고
    • A review of methods for the assessment of prediction errors in conservation presence/absence models
    • Fielding AH, Bell JF (1997) A review of methods for the assessment of prediction errors in conservation presence/absence models. Environ Conserv 24:38-49
    • (1997) Environ Conserv , vol.24 , pp. 38-49
    • Fielding, A.H.1    Bell, J.F.2
  • 18
    • 0033046689 scopus 로고    scopus 로고
    • Time-dependent covariates in the cox proportional- hazards regression model
    • Fisher LD, Lin DY (1999) Time-dependent covariates in the cox proportional- hazards regression model. Annu Rev Public Health 20:145-157
    • (1999) Annu Rev Public Health , vol.20 , pp. 145-157
    • Fisher, L.D.1    Lin, D.Y.2
  • 20
    • 21744462998 scopus 로고    scopus 로고
    • On bias, variance, 0/1Loss, and the curse-of-dimensionality
    • Friedman JH (1997) On bias, variance, 0/1Loss, and the curse-of-dimensionality. Data Min Knowl Discov 1:55-77
    • (1997) Data Min Knowl Discov , vol.1 , pp. 55-77
    • Friedman, J.H.1
  • 21
    • 33750371006 scopus 로고    scopus 로고
    • Early warning systems for sovereign debt crises: The role of heterogeneity
    • Fuertes AM, Kalotychou E (2006) Early warning systems for sovereign debt crises: The role of heterogeneity. Comput Stat Data Anal 51:1420-1441
    • (2006) Comput Stat Data Anal , vol.51 , pp. 1420-1441
    • Fuertes, A.M.1    Kalotychou, E.2
  • 22
    • 0019930933 scopus 로고
    • ROC curve estimation and hypothesis testing: Applications to breast cancer detection
    • Goin JE (1982) ROC curve estimation and hypothesis testing: Applications to breast cancer detection. J Pattern Recogn Soc 15:263-269
    • (1982) J Pattern Recogn Soc , vol.15 , pp. 263-269
    • Goin, J.E.1
  • 23
    • 33745886270 scopus 로고    scopus 로고
    • Classifier technology and the illusion of progress (with discussion)
    • Hand DJ (2006) Classifier technology and the illusion of progress (with discussion). Stat Sci 21:1-34
    • (2006) Stat Sci , vol.21 , pp. 1-34
    • Hand, D.J.1
  • 24
    • 17744363234 scopus 로고    scopus 로고
    • Some developments in statistical credit scoring
    • In: Nakhaeizadeh N, Taylor C (eds) Wiley, New York
    • Hand DJ, Henley WE (1997a) Some developments in statistical credit scoring. In: Nakhaeizadeh N, Taylor C (eds) Machine learning and statistics: The interface. Wiley, New York, pp 221-237
    • (1997) Machine Learning and Statistics: The Interface , pp. 221-237
    • Hand, D.J.1    Henley, W.E.2
  • 25
    • 0040453788 scopus 로고    scopus 로고
    • Statistical classification methods in consumer credit scoring: A review
    • Hand DJ, Henley WE (1997b) Statistical classification methods in consumer credit scoring: A review. J R Stat Soc Ser A 160:523-541
    • (1997) J R Stat Soc Ser A , vol.160 , pp. 523-541
    • Hand, D.J.1    Henley, W.E.2
  • 26
    • 0000264058 scopus 로고    scopus 로고
    • Defining attributes for scorecard construction in credit scoring
    • 5
    • Hand DJ, Niall AM (2000) Defining attributes for scorecard construction in credit scoring. J Appl Stat 27-5:527-540
    • (2000) J Appl Stat , vol.27 , pp. 527-540
    • Hand, D.J.1    Niall, A.M.2
  • 28
    • 41449092878 scopus 로고    scopus 로고
    • A test of the temporal stability of proportional hazards models for predicting bank failure
    • Fall 1997
    • Henebry KL (1996) A test of the temporal stability of proportional hazards models for predicting bank failure. J Financ Strateg Decis 10(3), Fall 1997
    • (1996) J Financ Strateg Decis , vol.10 , Issue.3
    • Henebry, K.L.1
  • 30
    • 41949115461 scopus 로고    scopus 로고
    • Random survival forests for R
    • Ishwaran H, Kogalur UB (2006) Random survival forests for R. Rnews 7/ 2:25-31
    • (2006) Rnews , vol.7 , Issue.2 , pp. 25-31
    • Ishwaran, H.1    Kogalur, U.B.2
  • 32
    • 0040262116 scopus 로고    scopus 로고
    • Analysis and prediction of insolvency in the property-liability insurance industry: A comparison of logit and hazard models
    • Lee SH, Urrutia JL (1996) Analysis and prediction of insolvency in the property- liability insurance industry: A comparison of logit and hazard models. J Risk Insur 63(1):121-130
    • (1996) J Risk Insur , vol.63 , Issue.1 , pp. 121-130
    • Lee, S.H.1    Urrutia, J.L.2
  • 33
    • 0000808665 scopus 로고
    • On the pricing of corporate debt: The risk structure of interest rates
    • Merton RC (1974) On the pricing of corporate debt: The risk structure of interest rates. J Finance 29:449-470
    • (1974) J Finance , vol.29 , pp. 449-470
    • Merton, R.C.1
  • 34
    • 0001745280 scopus 로고
    • Statistical significance tests for binormal ROC curves
    • Metz CE, Kronman HB (1980) Statistical significance tests for binormal ROC curves. J Math Psychol 22:218-243
    • (1980) J Math Psychol , vol.22 , pp. 218-243
    • Metz, C.E.1    Kronman, H.B.2
  • 35
    • 33947251139 scopus 로고    scopus 로고
    • Why firms go bankrupt. The influence of key financial figures and other factors on the insolvency probability of small and medium sized enterprises
    • Plattner D (2002) Why firms go bankrupt. The influence of key financial figures and other factors on the insolvency probability of small and medium sized enterprises. KfWResearch 28:37-51
    • (2002) KfWResearch , vol.28 , pp. 37-51
    • Plattner, D.1
  • 37
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz G (1978) Estimating the dimension of a model. Ann Stat 6:461-464
    • (1978) Ann Stat , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 38
    • 58049205525 scopus 로고    scopus 로고
    • A practical review and test of default prediction models
    • Sobehart JR, Keenan SC (2001) A practical review and test of default prediction models. RMA J 54-59
    • (2001) RMA J , pp. 54-59
    • Sobehart, J.R.1    Keenan, S.C.2
  • 40
    • 0001820746 scopus 로고
    • A proportional hazards model of bank failure: An examination of its usefulness as an early warning tool
    • Whalen G (1991) A proportional hazards model of bank failure: An examination of its usefulness as an early warning tool. Econom Rev 27:21-31
    • (1991) Econom Rev , vol.27 , pp. 21-31
    • Whalen, G.1
  • 41
    • 0027457620 scopus 로고
    • Receiver-Operating Characteristic (ROC) plots: A fundamental evaluation tool in clinical medicine
    • Zweig MH, Campbell G (1993) Receiver-Operating Characteristic (ROC) plots: A fundamental evaluation tool in clinical medicine. Clin Chem 39:561-577
    • (1993) Clin Chem , vol.39 , pp. 561-577
    • Zweig, M.H.1    Campbell, G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.