At present the computational gene identification methods in microbial genomes have a high prediction accuracy of verified translation termination site (3 end), but a much lower accuracy of the translation initiation site (TIS, 5 end). The latter is important to the analysis and the understanding of the putative protein of a gene and the regulatory machinery of the translation. Improving the accuracy of prediction of TIS is one of the remaining open problems.