Reframing Neural Networks: Deep Structure in Overcomplete Representations

Calvin Murdock, George Cazenavette, Simon Lucey

In comparison to classical shallow representation learning techniques, deep neural networks have achieved superior performance in nearly every application benchmark. But despite th…