Table 1 Comparison of machine learning model fitting accuracy.

From: Porosity prediction of tight reservoir rock using well logging data and machine learning

Model

Accuracy

Train (%)

Test (%)

GBDT

91.17

90.16

RF

98.91

92.28

XGBoost

88.95

88.74

MLP

87.53

87.45