Research Article

[Retracted] Machine Learning Approaches for Developing Land Cover Mapping

Table 4

Precision, recall, and F1-score for the original and the best reduced dataset using RF classifier.

ClassPrecisionRecallF1-score
Original datasetReduced (CFS)Original datasetReduced (CFS)Original datasetReduced (CFS)

Concrete0.8750.8780.8280.8490.8510.863
Shadow0.8750.9300.9330.8890.9030.909
Tree0.8200.8800.9200.9100.8680.895
Asphalt0.9090.8200.8890.9110.8990.863
Building0.8100.8250.8760.8760.8420.850
Grass0.8920.9000.7950.8670.8410.883
Pool1.001.000.7140.7860.8330.880
Car0.8180.8950.8570.8100.8370.850
Soil0.8130.7890.6500.7500.7170.769
W. avg.0.8570.8720.8540.8700.8290.870