$L_1$-norm regularized $L_1$-norm best-fit line problem

Xiao Ling, J. Paul Brooks

This work develops a sparse and outlier-insensitive method to fit a one-dimensional subspace that can be used as a replacement for eigenvector methods such as principal component a…