Why Hawaii's volcano is so UNUSUAL

Why are the Hawaiian islands discrete individual islands rather than one continuous island?  Does the hot spot undergo long on/off cycles?  If the hot spot continuously erupts at a constant average rate and the tectonic plate continuously moves at a constant speed, you'd expect one long unbroken island.