Table 4 Comparison of models

From: Applying machine learning to analyse the layouts of Qing Dynasty forestland agreements in Fujian

Dependent variables

Model

P

LR(T-L)

XGB

0.088

RF

0.296

LGBM

0.732

AR(S)

XGB

0.196

RF

0.748

LGBM

0.982

ARQ(B-II)

XGB

0

RF

0

LGBM

0.012

  1. Comparison of the predictive capabilities of different types of machine learning models after training.