Data Science, Statistics, Machine Learning.
to x and bandwidth. As the sample size increases, KDE approximation under certain conditions approaches true pdf. Kernel function should always produce a value greater than or equal to zero and it should integrate to 1 over the sample space. Some popular kernels are uniform, gaussian, biweight,