Which Bootstrap When? (2013) [pdf] (stat.cmu.edu)

That was much shorter than I expected, and almost completely lacks context for the non-statisticians. I'd suggest http://arxiv.org/pdf/1411.5279v1.pdf https://news.ycombinator.com/item?id=8872009 for the interested HN reader, which also goes into the issue of which bootstrap.