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How to do Kernel Density Estimation for a density with compact support!

Normalizing the kernels that overlap the edges, or reflecting them at the edge, are both good approaches; there are even better ones involving new kernels for the edges.

http://wildfire.stat.ucla.edu/pdflibrary/jones1993.pdf

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