Representation Costs in Data Science: Foundations and the Quasi-Banach Spaces of Deep Neural Networks

Greg Ongie, Rahul Parhi

We develop a general framework for analyzing representation costs induced by parameter-space regularizers in data-fitting methods. For an arbitrary parametric method, we define its…