8 prediction tools were developed to estimate the probability of the target variable being 1. These were :

1. Logistic regression using Markov-Blanket set of outcome as predictors
2. Logistic regression with all 24 variables as predictors
3. Logistic regression with only variables that had a path leading to target node
4. Logistic regression including only output of parent nodes to the target node.
5. Logistic lasso regression model with all 24 variables as predictors
6. Logistic Ridge Regression with all 24 variables
7. Logistic Elastic Net Regression (alpha 0.5) 24 variables.
8. Random Forest algorithm with 24 variables.