دانلود کتاب Application of AI in Credit Scoring Modeling

فهرست مطالب :

Foreword
Abstract
Contents
Abbreviations
List of Figures
List of Tables
1 Introduction
2 Theoretical Concepts of Credit Scoring
2.1 Literature Background
2.2 Theoretical Overview
2.2.1 Definition and Application
2.2.2 Advantages and Limitations
2.2.3 Comparison of Credit Scoring and Credit Rating
2.3 Regulatory Requirements
3 Credit Scoring Methodologies
3.1 Traditional Credit Scoring Techniques
3.1.1 Discriminant Analysis
3.1.2 Logistic Regression
3.1.3 Expert Systems
3.2 Artificial Intelligence Classification Methods
3.2.1 Overview of AI Classification Techniques
3.2.2 Decision Trees
3.2.3 Random Forest
3.3 Methods of Model Validation
4 Empirical Analysis
4.1 Data Analysis
4.2 Logistic Regression
4.2.1 Model Description
4.2.2 Model Interpretation
4.2.3 Model Performance
4.3 Decision Tree
4.3.1 Model Description and Interpretation
4.3.2 Model Performance
4.4 Random Forest
4.4.1 Model Description
4.4.2 Model Interpretation
4.4.3 Model Performance
4.5 Models Comparison
5 Conclusion
References