Success Rate Analysis. This is a summary of success rate as shown in figure 2 across a wide range of sample sizes and heritabilities. Within each heritability the success rates for all five genetic models for that heritability are averaged. The x-axis for each plot corresponds to the percentiles as in figure 2. Across these situations, SuRF alone performs as well as TuRF when filtering to the 75thpercentile of SNPs. SURF outperforms ReliefF, the tuned approaches outperform the non-tuned approaches when using a more stringent filter (i.e. 99thand 95thpercentiles), and SURF & TuRF outperforms TuRF with ReliefF.