Table 5 Error of median prediction \(y - {\hat{Q}}(x, 0.5)\) (mean ± SD).

From: Estimation of cardiorespiratory fitness using heart rate and step count data

Features used

Train set

Test set

None

− 0.137 ± 6.661

0.032 ± 6.760

\(x_{ant}\)

0.084 ± 4.880

0.424 ± 5.392

\(x_{ant}, x_{chr}\)

0.158 ± 3.878

0.261 ± 4.487

\(x_{ant}, x_{chr}, x_{resp}\)

0.145 ± 3.324

0.083 ± 4.143

\(x_{ant}, x_{chr}, x_{resp}, x_{met}\)

− 0.082 ± 3.052

0.013 ± 3.946

  1. Error of median prediction of the model trained using different subsets of features.