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If supervised or unsupervised learning can solve the problem, stick with what works. There are places where both types of learning provide a portion of the picture, when using semi-supervised ...
In this Review, the authors consider the applications of supervised, semi-supervised and unsupervised machine learning methods to genetic and genomic studies.