Independently Interpretable Lasso: A New Regularizer for Sparse Regression with Uncorrelated Variables

Masaaki Takada, Taiji Suzuki, Hironori Fujisawa

Sparse regularization such as ${\ell }_1$ regularization is a quite powerful and widely used strategy for high dimensional learning problems. The effectiveness of sparse regularizatio…