Table 4 Comparison of prediction and actual results of RF model

From: Machine learning for phase prediction of high entropy carbide ceramics from imbalanced data

Composition

Predicted results

Actual results

Composition

Predicted results

Actual results

(HfNbScYZr)C

0.82

Single

(HfNbScVY)C

0.21

Multiple

(HfLaNbScTa)C

0.53

Single

(HfNbTiVZr)C

0.35

Multiple

(HfLaNbTiZr)C

0.58

Single

(HfTiVYZr)C

0.40

Multiple

(HfNbScTaTi)C

0.72

Single

(HfTaTiVZr)C

0.86

Multiple

(HfLaNbTaZr)C

0.53

Single

(HfLaScYZr)C

0.12

Multiple

(LaNbTaTiZr)C

0.40

Single

(LaNbScTaTi)C

0.36

Multiple

(NbTaTiVZr)C

0.55

Single

(LaNbScVY)C

0.24

Multiple

(NbScTaVZr)C

0.37

Multiple

(LaNbTaVY)C

0.17

Multiple

(LaNbTiVY)C

0.25

Multiple

(ScTaVYZr)C

0.36

Multiple

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