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This paper proposes a rating methodology that is based on a non-linear classification method, the support vector machine, and a non-parametric technique for mapping rating scores into probabilities of default. We give an introduction to underlying statistical models and represent the results of...
Persistent link: https://www.econbiz.de/10005207929
liability rules and bankruptcy laws decreases as exogenous sources of uncertainty become relatively more important, and … increases with the opportunity for moral hazard (related to diligence, risk taking, or deception). Second, bankruptcy laws …
Persistent link: https://www.econbiz.de/10005784849
specific risks. There are many reasons to use nonlinear techniques for predicting bankruptcy from financial ratios. Here we … the Creditreform database. The results reveal that the most important eight predictors related to bankruptcy for these …
Persistent link: https://www.econbiz.de/10005677958
In many economic applications it is desirable to make future predictions about the financial status of a company. The focus of predictions is mainly if a company will default or not. A support vector machine (SVM) is one learning method which uses historical data to establish a classification...
Persistent link: https://www.econbiz.de/10008568137
This study analyses credit default risk for firms in the Asian and Pacific region by applying two methodologies: a Support Vector Machine (SVM) and a logistic regression (Logit). Among different financial ratios suggested as predictors of default, leverage ratios and the company size display a...
Persistent link: https://www.econbiz.de/10009021755
Under the assumption that asset markets are incomplete, this paper introduces bankruptcy in an intertemporal … argues that intervention in the form of a level of bankruptcy exemption can enhance not only social welfare but also … distributive equity. The bankruptcy law is carefully specified in the model. The model generates distributional changes in …
Persistent link: https://www.econbiz.de/10005401865
general equilibrium model. Binding ceilings on loan rates reduce the probability of bankruptcy. Lower bankruptcy rates result … in lower bankruptcy and liquidation costs. The authors state conditions under which the resources freed by this cost …
Persistent link: https://www.econbiz.de/10005402001