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Developing Credit Risk Models Using SAS® …

Iain L. J. Brown, PhDDeveloping Credit Risk Models Using SAS Enterprise Miner a nd SAS/STAT Theory and ApplicationsContents About this Book .. ix About the Author .. xiii Acknowledgments ..xv Chapter 1 Introduction .. 1 Book 1 Overview of Credit Risk modeling .. 2 Regulatory Environment .. 3 Minimum Capital Requirements .. 4 Expected 5 Unexpected Loss .. 6 Risk Weighted Assets .. 6 SAS Software Utilized .. 7 Chapter Summary .. 11 References and Further Reading .. 11 Chapter 2 Sampling and Data Pre-Processing .. 13 Introduction .. 13 Sampling and Variable Selection .. 16 Sampling .. 17 Variable Selection .. 18 Missing Values and Outlier Treatment .. 19 Missing Values .. 19 Outlier Detection.

2 Developing Credit Risk Models Using SAS Enterprise Miner and SAS/STAT The remaining chapters are structured as follows: Chapter 2 covers the area of sampling and data pre-processing. This chapter defines and contextualizes issues such as variable selection, missing values, and outlier detection within the area of credit risk modeling

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