Joint Nuclear and ${\ell }_1$ Regularization for Logistic Matrix Regression with Applications to Brain Imaging

Damian Brzyski, Aaron Cohen, Zijian Wang +3

We introduce a new convex optimization framework for logistic scalar-on-matrix regression which incorporates nuclear and ${\ell }_1$ norm penalties to enforce simultaneously low-rank…