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

Masaaki Takada, Taiji Suzuki, Hironori Fujisawa

Abstract: Sparse regularization such as l1 regularization is a quite powerful and widely used strategy for high dimensional learning problems. The effectiveness of sparse regularization has been supported pr...