• Cross Validation Research Project
  • 1 Introduction
    1. 1.1 Definition
    2. 1.2 Overfitting
  • 2 Types of Cross-Validation
    1. 2.1 K-Fold Cross-Validation
    2. 2.2 Stratified K-Fold Cross-Validation
    3. 2.3 Holdout Method
    4. 2.4 Leave-One-Out Cross-Validation
    5. 2.5 Leave-P-Out Cross-Validation
    6. 2.6 Monte Carlo Cross-Validation
  • 3 Limitations of Cross-Validation
  • 4 Methods
    1. 4.1 Data
    2. 4.2 Statistical-Method
      1. 4.2.1 K-Fold Testing & Results
      2. 4.2.2 Holdout Testing & Results
      3. 4.4.3 Leave-One-Out Testing & Results
  • 5 Conclusion
  • 6 References
  • Appendix
  • Published with bookdown

STA6257 Cross Validation

STA6257 Cross Validation

Introduction

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Mary Tarabocchia, Jason Heiserman, Daniel Bohorquez