TABLE 2.
Multiple regression results.
Regression model
|
|||||
Stepwise
|
Linear
|
Lasso
|
Ridge
|
||
Variables | Std β | t | Std β | Std β | Std β |
Age | −0.64 | −11.77 | −0.64 | −0.62 | −0.46 |
Body mass | −0.23 | −8.46 | −0.23 | −0.23 | −0.05 |
Body fat | 0.33 | 5.70 | 0.33 | 0.33 | |
VO2max (ml⋅kg–1⋅min–1) | −0.38 | −1.96 | −0.38 | −0.32 | 0.03 |
Fitness level | 0.44 | 2.28 | 0.02 | 0.37 | |
Sex | 8.74 | 6.13 | 8.74 | 8.32 | |
Test modality | 0.97 | 2.16 | 0.97 | 0.97 | |
BMI | 0.02 | 0.02 | |||
Regression parameters | |||||
Intercept | 229 | 229 | 225 | 202 | |
R 2 | 0.22 | 0.22 | 0.22 | 0.20 | |
MAE | 7.04 | 7.04 | 7.04 | 7.11 | |
Lambda | 0.0002 | 0.45 |
BMI, body mass index, VO2max, maximum oxygen uptake; Std β, standardized β coefficient; MAE, mean absolute error.