I should have read to the end of your post: 'I will describe a very popular nonparametric method, Kernel Density Estimation, that also follows strategy 1 and i

I should have read to the end of your post: 'I will describe a very popular nonparametric method, Kernel Density Estimation, that also follows strategy 1 and is much more scalable to higher dimensions than histograms.'