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Model combination for bankruptcy prediction and credit risk assessment: A stacked generalization approach

Zopounidis Konstantinos, Doumpos, Michael

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URIhttp://purl.tuc.gr/dl/dias/97DB93E9-C274-41E5-B80F-1FAD79A9FC42-
Identifierhttps://doi.org/10.1007/s10479-006-0120-x-
Languageen-
Extent18 pagesen
TitleModel combination for bankruptcy prediction and credit risk assessment: A stacked generalization approachen
CreatorZopounidis Konstantinosen
CreatorΖοπουνιδης Κωνσταντινοςel
CreatorDoumpos, Michaelen
PublisherKluweren
Content SummaryThe development of credit risk assessment models is often considered within a classification context. Recent studies on the development of classification models have shown that a combination of methods often provides improved classification results compared to a single-method approach. Within this context, this study explores the combination of different classification methods in developing efficient models for credit risk assessment. A variety of methods are considered in the combination, including machine learning approaches and statistical techniques. The results illustrate that combined models can outperform individual models for credit risk analysis. The analysis also covers important issues such as the impact of using different parameters for the combined models, the effect of attribute selection, as well as the effects of combining strong or weak models.en
Type of ItemPeer-Reviewed Journal Publicationen
Type of ItemΔημοσίευση σε Περιοδικό με Κριτέςel
Licensehttp://creativecommons.org/licenses/by/4.0/en
Date of Item2015-10-28-
Date of Publication2007-
SubjectCapability, Financial (Financial literacy)en
SubjectFinancial capability (Financial literacy)en
SubjectLiteracy, Financialen
Subjectfinancial literacyen
Subjectcapability financial financial literacyen
Subjectfinancial capability financial literacyen
Subjectliteracy financialen
Bibliographic CitationM. Doumpos, C. Zopounidis," Model combination for bankruptcy prediction and credit risk assessment: A stacked generalization approach,"Annals of Oper.Res., vol 151, no. 1,pp. 289- 306,April 2007.doi:10.1007/s10479-006-0120-xen

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