Table 2 The average and maximum classification metrics that were obtained using a random forest classifier across fivefolds, with a dataset that has been augmented using synthetic data.

From: Machine learning-based discovery of vibrationally stable materials

 

Precision

Recall

f1- Score

Unstable

Stable

Unstable

Stable

Unstable

Stable

Average (fivefolds)

0.60

0.84

0.68

0.79

0.63

0.81

Maximum (fivefolds)

0.63

0.86

0.73

0.82

0.67

0.83