  This paper compares and evaluates a set of non-parametric mutual information
estimators with the goal of providing a novel toolset to progress in the
analysis of the capacity of the nonlinear optical channel, which is currently
an open problem. In the first part of the paper, the methods of the study are
presented. The second part details their application to several
optically-related channels to highlight their features.
