I would say the least expensive is counting calories or counting Weight Watchers Points.
I have done Atkins, South Beach, Nutrisystem and Jenny Craig. Not one of them stuck like the Weight Watchers points system for me. I have lost 24 lbs in 7 weeks with counting points and exercising.