Tropical geometry and linear regions of maxout networks

The talk is split into two parts. In the first part, we discuss bounding the number of linear regions via tropical maxout arrangements. In the second part, we give an overview on ongoing experiments on the initializing maxout networks.

The first part is joint work with Guido Montufar and Leon Zhang, the second part is joint work with Iolo Jones and Ziva Urbancic.