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The k-mer Weighted Inner Product.
This software implements a de novo, alignment free measure of sample genetic dissimilarity which operates upon raw sequencing reads. It is able to calculate the genetic dissimilarity between samples without any reference genome, and without assembling one.
De novo estimates of genetic relatedness from next-gen sequencing data https://kwip.readthedocs.org