Table 1 Comparison of prediction algorithms.

From: Research on the community electric carbon emission prediction considering the dynamic emission coefficient of power system

Model

Training set

Testing set

R2

MAE

MBE

R2

MAE

MBE

GA–SVR

0.9960

1.7800

− 0.0742

0.8601

9.2341

2.9112

SVR

0.6974

9.9612

− 1.2350

0.7284

13.9492

− 6.9973

BP

0.5412

14.1563

− 2.5174

0.5410

15.8081

− 11.9257

RF

0.9328

4.7816

0.0648

0.7073

13.8018

− 7.3491