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pls-shaving

"Gene shaving" - like algorithm (inspired by Hastie et al. 2000) using supervised PLS instead of PCA

Algorithm

Iteratively we regress a y vector on an X matrix using PLS regression and shave off a small fraction (parameter alpha, a float between 0 and 1) of the worst contributors to main principal component until the top k contributors are left (k is controlled by the size parameter)

We return those top contributors in regard to coefficients in the first principal component of the PLS regression

This is particularly well suited for recursive programming as designed here

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"Gene shaving" - like algorithm (inspired by Hastie et al. 2000) using supervised PLS instead of PCA

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