The Discriminants of Long and Short Duration Failures in Fulfillment Sortation Equipment: A Machine Learning Approach

Table 3

Overall cross-validation scores from the seven classifiers.

Classifier	Precision	Recall	Fpr
Logistic regression	0.73	0.82	0.003
K-Nearest neighbor	0.75	0.81	0.021
Support vector machine	0.74	0.82	0.0008
Decision tree (CART)	0.76	0.82	0.012
Random forest (RF)	0.76	0.82	0.0009
Naïve bayes (GNB)	0.72	0.77	0.086
Gradient boosting	0.76	0.82	0.002