Table 6 Performance validations for machine learning models and proposed RFXG model.

From: Incorporating soil information with machine learning for crop recommendation to improve agricultural output

Model

Accuracy score

Standard Deviation (±)

ETC

0.8827

0.0187

MLP

0.5350

0.0354

DT

0.6414

0.0253

RF

0.9595

0.0158

LR

0.8600

0.0250

XGB

0.9577

0.0169

RFXG

0.9810

0.0119

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