Table 3.
Prediction accuracies using the largest training sets by cross-validation approach
Correlation metric | Training set size | Correlationa | Bi-/tri-parentald | |
---|---|---|---|---|
Leave-one-cross-out | By cross | 2787 | 0.127 0.222 | 0.12 0,.20/0.20 0.11 |
Tenfold, crosses | By cross | 2563 | 0.125 0.193 | 0.11 0.20/0.20 0.08 |
Tenfold, randomb | By cross | 2567 | 0.142 0.195 | 0.12 0.17/0.24 0.09 |
Tenfold, crosses | Across allc | 2567 | 0.289 0.259 | N/A |
Tenfold, randomb | Across allc | 2567 | 0.543 0.009 | N/A |
aAverage across all replicates. Small font displays inter-quantile range for correlations
bTenfold cross-validation where validation and training sets were grouped by lines instead of crosses
cCorrelations were calculated across multiple crosses in validation set
dAverage correlation (a), but across bi-parental or tri-parental crosses