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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/10010295937
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/10010275865
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/10010275893
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individuals may file for bankruptcy or default on their mortgage. Uncertainty in the model is driven by house price shocks …, education specific productivity shocks, and catastrophic consumption events, while bankruptcy is governed by the basic … Bankruptcy policy. …
Persistent link: https://www.econbiz.de/10013167646
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bankruptcy filers. In particular, our data allow us to distinguish between Chapter 7 and Chapter 13 bankruptcy filings, to … after bankruptcy filing, most filers have much reduced access to credit in terms of credit limits, and the impact seems to …). Our results, in contrast to prior studies, thus suggest that the current bankruptcy system does not appear to provide much …
Persistent link: https://www.econbiz.de/10010661487
mortgages to the current market value of the property for homeowners in Chapter 7 or Chapter 13 bankruptcy. Strip-down of … mortgages in bankruptcy was proposed as a means of reducing foreclosures during the recent mortgage crisis but was blocked by … lenders. Our goal is to determine whether allowing bankruptcy judges to modify mortgages would have a large adverse impact on …
Persistent link: https://www.econbiz.de/10011093792
We build a structural model of Chapter 13 bankruptcy that captures salient features of personal bankruptcy under … Chapter 13. We estimate our model using a novel data set we construct from bankruptcy court dockets recorded in Delaware … 13 outcomes under the restrictions imposed by the bankruptcy law. We use the estimated model to conduct policy …
Persistent link: https://www.econbiz.de/10011027299