To explain the vastly different phenotypes exhibited by the same organism under different conditions, it is essential that we understand how the organisms genes are coordinately regulated. While there are many excellent tools for predicting sequences encoding proteins or RNA genes, few algorithms exist to predict regulatory sequences on a genome wide scale with no prior information.