Long - term studies have demonstrated the futility of such a strategy since other unaltered cats quickly replace the exterminated animals, moving in to take over the food source and resume the reproductive cycle.
By fixing the cats that are at your location and keeping them there, this will keep out other cats (that are unaltered) from moving in and quickly repopulating the area.