Prediction of a transcription start site (TSS) is one of the many active research areas in bioinformatics. The main purpose of this paper is to study the ability of linear classifiers for predicting a TSS. Also we have focused on the relationship between the length of the subsequences surrounding TSS and their effectiveness.