Learning linear operators: Infinite-dimensional regression as a well-behaved non-compact inverse problem

Mattes Mollenhauer, Nicole Mücke, T. J. Sullivan

We consider the problem of learning a linear operator $\theta$ between two Hilbert spaces from empirical observations, which we interpret as least squares regression in infinite dimensi…