Research Article

Application and Comparison of Machine Learning Algorithms for Predicting Rock Deformation in Hydraulic Tunnels

Table 3

Model evaluation index table (single-step prediction).

ModelMSEMAEMAPE

SVR1.881.570.48
LSTM4.671.890.74
GPR5.091.990.77