Research Article

[Retracted] Machine Learning Approaches for Developing Land Cover Mapping

Table 2

Profiles of the selected features for different subset evaluation methods.

MethodsNo. of selected featuresReduced feature sets

CFS402, 3, 6, 8, 10, 11, 16, 20, 22, 30, 31,33, 34, 36, 41, 47, 50, 51, 54, 57, 59,62, 65, 68, 70, 72, 73, 76, 83, 84, 86,89, 93, 94, 110, 118, 134, 136, 146,147
Wrapper (J48 classifier)632, 3, 11, 12, 15, 16, 20, 21, 22, 23, 24, 27, 29, 31, 32, 35, 39, 40, 41, 43, 44, 46,50, 51, 53, 54, 55, 58, 60, 67, 69, 71, 77,89, 92, 96, 97, 98, 99, 100, 105, 109, 110,112, 113, 115, 116, 117, 118, 119, 121,123, 126, 128, 132, 133, 136, 137, 138,142, 143, 145, 147
Wrapper (zero-R classifier)136, 25, 36, 57, 72, 86, 89, 110, 112, 118, 136, 146, 147