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. 2017 Apr 25;12(4):e0175957. doi: 10.1371/journal.pone.0175957

Table 3. The evaluation performance of the pipeline for the simulated SNPs.

Random Forests (RF) Run RF+Stepwise RF+Ridge regression RF+Lasso
#Iterations Number of trees (ntree) % Variance all (p) SNPs % Variance k SNPs Model significance (r-squared & p-values) Model significance (%Variance) Model significance (r-squared & p-values)
1 500 1.14 11.84 0.12 & 7.342e-12 24.36 0.14 & 2.482e-13
2 1000 1.71 16.36 0.14 & 1.042e-13 27.51 0.20 & 2.2e-16
3 2000 2.55 21.31 0.15 & 1.082e-14 28.97 0.22 & 2.2e-16
4 3000 1.6 19.34 0.13 & 1.604e-12 28.2 0.19 & 2.2e-16