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Table 6 Comparison of fit statistics of the methods tested in this study

From: Analysis of plot-level volume increment models developed from machine learning methods applied to an uneven-aged mixed forest

Method

R2

RMSE

%RMSE

Statistical (regression) method

0.81

0.52

22.0

Artificial neural network

0.92

0.19

8.6

Support vector machine

0.91

0.33

14.9

Random forest

0.89

0.52

22.2

Nearest neighbor algorithm

0.75

0.78

36.5