Spark provides the following metrics to facilitate evaluation:
- TPR - True Positive Rate
- PPV - Positive Predictive Value
- F - F-Measure
- ROC - Receiver Operating Curve
- AUROC - Area Under Receiver Operating Curve
- AUORC - Area Under Precision-Recall Curve
The following links should provide a good introductory material for the metrics: