Out-of-bag Evaluation (OOB evaluation)

• A mechanism for evaluating the quality of a decision forest by testing each decision tree against the examples
• not used during training of that decision tree.
• Out-of-bag evaluation is a computationally efficient and conservative approximation of the cross-validation mechanism