Size Matters...
“Make sure your window air conditioner is the proper size. It's better to get one that's too small than too large - a larger unit will start up and turn off more frequently and won't do as good a job dehumidifying the air.”
http://www.powerhousetv.com/Energy-EfficientLiving/Energy-savingsTips/027471