Jun’ichi Takeuchi

Barron and Cover’s Theory in Supervised Learning and its Application to Lasso

We study Barron and Cover’s theory (BC theory) in supervised learning. The original BC theory can be applied to supervised learning only approximately and limitedly. Though Barron (2008) and Chatterjee and Barron (2014) succeeded in removing the approximation, their idea cannot be essentially applie…