Xxain said:
Never played either but Infinite is on the table.

I'd recommend playing Bioshock first.  Don't want to spoil anything, and you can definitely get 95% of what's going on without ever playing Bioshock, but the story will be much more complete if you played Bioshock 1 first.  You can safely skip two though.