Yes, you can. Will change the taste slightly but that's about it.
edit: I would exchange and use peanut oil, but if all you have is olive and canola, definitely go with the canola. The olive has a much stronger taste.
[This message has been edited by SassyAg03 (edited 7/12/2009 4:05p).]