Cross Validation Research Project
1
Introduction
1.1
Definition
1.2
Overfitting
2
Types of Cross-Validation
2.1
K-Fold Cross-Validation
2.2
Stratified K-Fold Cross-Validation
2.3
Holdout Method
2.4
Leave-One-Out Cross-Validation
2.5
Leave-P-Out Cross-Validation
2.6
Monte Carlo Cross-Validation
3
Limitations of Cross-Validation
4
Methods
4.1
Data
4.2
Statistical-Method
4.2.1
K-Fold Testing & Results
4.2.2
Holdout Testing & Results
4.4.3
Leave-One-Out Testing & Results
5
Conclusion
6
References
Appendix
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STA6257 Cross Validation
STA6257 Cross Validation
Introduction
Image from dataaspirant.com
Mary Tarabocchia, Jason Heiserman, Daniel Bohorquez