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Appraising Credit Ratings
Mr.R. John Irwin
Mr.Timothy Irwin
其他書名
Does the CAP Fit Better than the ROC?
出版
International Monetary Fund
, 2012-05-01
主題
Business & Economics / Money & Monetary Policy
Business & Economics / Economics / Macroeconomics
ISBN
1475540515
9781475540512
URL
http://books.google.com.hk/books?id=8wZXY-DM-sgC&hl=&source=gbs_api
EBook
SAMPLE
註釋
ROC and CAP analysis are alternative methods for evaluating a wide range of diagnostic systems, including assessments of credit risk. ROC analysis is widely used in many fields, but in finance CAP analysis is more common. We compare the two methods, using as an illustration the ability of the OECD’s country risk ratings to predict whether a country will have a program with the IMF (an indicator of financial distress). ROC and CAP analyses both have the advantage of generating measures of accuracy that are independent of the choice of diagnostic threshold, such as risk rating. ROC analysis has other beneficial features, including theories for fitting models to data and for setting the optimal threshold, that we show could also be incorporated into CAP analysis. But the natural interpretation of the ROC measure of accuracy and the independence of ROC curves from the probability of default are advantages unavailable to CAP analysis.