We introduce a consistent estimator for the homology (an algebraic structure representing connected components and cycles) of level sets of both density and regression functions. Our method is based ...

Kernel density estimation is a way to get an idea of where in a region there is a high density of observations, and where there are low density. However, this doesn’t necessarily tell us all that much ...