Fig 5. Full-locus simulation: Cross-testing EvolBoosting predictors in simulated panmictic populations.

A: False positive of neutral data, where only the segment 0–200kb (circles) is used as training sets. Similarity among the three segments indicate absence of over-fitting. B-D: The proportion of samples detected as soft (lighter color) or hard (darker color) selective sweeps, using each other’s training sets for testing. B: Cross-testing using hard sweep samples of different stages, using the region within 100kb from selection site. C: Cross-testing using soft sweep samples of different stages, using the region within 100kb from selection site. D: Cross-testing using hard sweep samples of different stages, but using the region 100–300kb away from selection site. The down-arrow indicates where the tested dataset matches the stage of predictor.