[albertzeyer]

What kind of analysis do you miss? There is a huge amount of research analysing all kind of aspects. See Schmidhubers overview paper oder Goodfellows Deep Learning book, or many other references to get an overview.

Of course, there are still many open questions. But I don't think that there is any aspect where there is no analysis available yet.