We have proposed a new sparse PLS model, i.e. mixed-norm PLS (MNPLS), for regression modeling.
The ℓ2,1-norm of direction matrix is employed to select common variables.
We have developed a solution to proposed MNPLS.
Convergence analysis is conducted in this paper.
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