If you want to take many samples from a fixed, or infrequently changing, distribution, you can do it in O(1) time per sample, with O(n) initial setup costs. This is quite clever and goes by the name of "alias method".
See http://cg.scs.carleton.ca/~luc/rnbookindex.html, page 107-111

For weighted patterns, the row sum method by Rémi is probably hard to beat. It was discussed here a while ago.

        Martin
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