Chrysanthemums

I've seen a lot of Chrysanthemum being placed on graves for Memorial Day and I'm curious if there is some cultural association? I can't find a particular association via Google, this might only be a Western US thing, but I'm curious if someone here knows why chrysanthemums are associated with Memorial Day?