A new paper by Sylvester et al. uses random forest algorithms to choose markers for population assignment in Atlantic salmon and Chinook salmon.  Markers selected using random forest were more accurate for population assignment than markers selected using Fst.

http://onlinelibrary.wiley.com/doi/10.1111/eva.12524/full

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