Table 3 Performance metrics for the classification of soil type for the given subregion.

From: Mapping of soil suitability for medicinal plants using machine learning methods

Model

F1 score (%)

Precision (%)

Recall (%)

Accuracy (%)

Training

Testing

Random forest

98.74

98.77

98.70

100

98.27

EXTC

98.77

98.83

98.71

100

99.01

XGBoost

97.83

97.66

97.99

98.57

97.44

kNN

98.86

98.87

98.85

99.69

97.58

  1. Significant values are in bold.
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