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Printable Handouts
Navigable Slide Index
- Introduction
- Outline
- Preface
- Historical aspects of regulatory background
- Rating and scoring
- Different ways to develop internal rating systems
- Validation in the IRB approach
- Quantitative aspects of validation in IRB approach
- Quantitative requirement and consequences
- Some conceptual consideration
- Basic setting
- Joint distribution with conditional densities
- Joint distribution with conditional PDs
- Equivalence of the both descriptions
- Comment on conditional PDs
- Dealing with cyclical effects
- The situation in practice
- Conditional densities of the score function
- Conditional PD as a function of score
- Back-testing the correctness of conditional PDs
- Mapping score values on rating grades - 1st case
- Defining the mapping in the 1st case
- Mapping score values on rating grades - 2nd case
- Defining the mapping in the 2nd case
- Monotonicity of conditional PDs
- Stating the problem in terms of test theory
- The test theory in matematical terms
- The Neyman Pearson lemma
- Characterizing the optimal test
- Cut off decision rules
- Conclusions for practical applications
Topics Covered
- Historical background
- New capital standards (Basel II)
- Requirements on quantitative validation
- The binary classification model for rating systems
- Bayes' formula
- Modeling cyclical effects
- Conditional probabilities of default (PD)
Talk Citation
Tasche, D. (2007, October 1). Validation techniques I: regulatory and statistical background [Video file]. In The Business & Management Collection, Henry Stewart Talks. Retrieved November 23, 2024, from https://doi.org/10.69645/KMWS2908.Export Citation (RIS)