Amortized Bandwidth Learning for Kernel Density Estimation under Logarithmic Score

Junyi Liang, Hailiang Du

Kernel density estimation converts finite samples into probability densities, but its performance depends critically on bandwidth selection. Classical selectors prescribe the sampl…