Is there any mathematical proof (like in proof of a theorem) based literature out there on neural networks ? Everything is empirically based but no math proof for instance on why certain parameters work ?
By mathematical proof, I mean which parameter works mathematically versus something which does not as in mathematical proof spelled out. This has nothing to do with empirical proof (i.e. something works and here is our guesstimate on why)