Table 3. Linear regression (LR) coefficients following cross validation on the training subset.
Peak vGRF [BW] | y= 2.23 + 0.15*Speed + 0.33* Accel-based Est. −0.34*Step Freq. | |||
B | SE | t | p | |
Intercept | 2.23 | 0.46 | 4.87 | 0.000 |
Speed [m/s] | 0.15 | 0.03 | 4.42 | 0.000 |
Acceleration-based Estimate [BW] | 0.33 | 0.05 | 6.54 | 0.000 |
Step Frequency [Hz] | −0.34 | 0.12 | −2.84 | 0.006 |
Body Mass [kg] | 0.001 | 0.003 | 0.50 | 0.621 |
Vertical Impulse [BW*s] | y= 0.69 − 0.10*Step Freq. | |||
B | SE | t | p | |
Intercept | 0.69 | 0.02 | 31.13 | 0.000 |
Speed [m/s] | −0.002 | 0.001 | −1.73 | 0.089 |
Acceleration-based Estimate [BW*s] | −0.05 | 0.03 | −1.79 | 0.079 |
Step Frequency [Hz] | −0.10 | 0.004 | −25.95 | 0.000 |
Body Mass [kg] | 0.00003 | 0.00009 | 0.32 | 0.752 |
Contact Time [s] | y= 0.230 − 0.019*Speed + 0.151*Accel-based Est. + 0.0007*Body Mass | |||
B | SE | t | p | |
Intercept | 0.230 | 0.033 | 6.88 | 0.000 |
Speed [m/s] | −0.019 | 0.002 | −8.62 | 0.000 |
Acceleration-based Estimate [s] | 0.151 | 0.063 | 2.42 | 0.019 |
Step Frequency [Hz] | −0.011 | 0.007 | −1.51 | 0.135 |
Body Mass [kg] | 0.0007 | 0.0002 | 4.05 | 0.000 |
Notes.
Unstandardized coefficients (B), coefficient standard errors (SE), t values (t), and p values (p) are listed for independent variables used to predict peak vertical ground reaction force (vGRF), vertical impulse, and contact time, where Accel-based Est. is the Acceleration-based estimate and Freq. is Frequency. Equations with statistically significant predictor variables are included. Bold p values indicate p < 0.05.