Lighter the better, good quality tyres will make a huge difference, 15" will be lighter than 17" (in theory)
16" tyres most expensive of the 3.
None will give you any performance however, but some might require less performance to get moving
Stick with ya 15s if you want the best 'performance' 17s are for show.