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Credit risk assessment using a multicriteria hierarchical discrimination approach: a comparative analysis

Michael Doumpos, Zopounidis Konstantinos, Kosmidou, Kyriaki, Baourakis, George

Απλή Εγγραφή


URIhttp://purl.tuc.gr/dl/dias/D10967EF-10E9-4610-BBEA-B59B6935A76F-
Αναγνωριστικόhttp://www.sciencedirect.com/science/article/pii/S0377221701002545-
Αναγνωριστικόhttps://doi.org/10.1016/S0377-2217(01)00254-5-
Γλώσσαen-
Μέγεθος21 pagesen
ΤίτλοςCredit risk assessment using a multicriteria hierarchical discrimination approach: a comparative analysisen
ΔημιουργόςMichael Doumposen
ΔημιουργόςΔουμπος Μιχαληςel
ΔημιουργόςZopounidis Konstantinosen
ΔημιουργόςΖοπουνιδης Κωνσταντινοςel
ΔημιουργόςKosmidou, Kyriakien
ΔημιουργόςBaourakis, Georgeen
ΕκδότηςElsevieren
ΠερίληψηCorporate credit risk assessment decisions involve two major issues: the determination of the probability of default and the estimation of potential future benefits and losses for credit granting. The former issue is addressed by classifying the firms seeking credit into homogeneous groups representing different levels of credit risk. Classification/discrimination procedures commonly employed for such purposes include statistical and econometric techniques. This paper explores the performance of the M.H.DIS method (Multi-group Hierarchical DIScrimination), an alternative approach that originates from multicriteria decision aid (MCDA). The method is used to develop a credit risk assessment model using a large sample of firms derived from the loan portfolio of a leading Greek commercial bank. A total of 1411 firms are considered in both training and holdout samples using financial information through the period 1994–1997. A comparison with discriminant analysis (DA), logit analysis (LA) and probit analysis (PA) is also conducted to investigate the relative performance of the M.H.DIS method as opposed to traditional tools used for credit risk assessment.en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-11-09-
Ημερομηνία Δημοσίευσης2002-
Θεματική ΚατηγορίαCredit risk assessmenten
Θεματική ΚατηγορίαMulticriteria decision aiden
Θεματική ΚατηγορίαClassificationen
Θεματική ΚατηγορίαCase studyen
Βιβλιογραφική ΑναφοράM. Doumpos, K. Kosmidou, G. Baourakis and C. Zopounidis, "Credit risk assessment using a multicriteria hierarchical discrimination approach: a comparative analysis," Europ. J. Operat. Res., vol. 138, no. 2, pp. 392-412, Apr. 2002. doi:10.1016/S0377-2217(01)00254-5en

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