Abstract: Computational methods detecting the transcription factor binding sites （TFBS） remain one of the most intriguing and challenging subjects in bioinformatics. Gibbs sampling is essentially a heuristic method, and it is easy to trap into a non-optimal ＂local

Key words: Bioinformatics,Gibbs sampling,Transcription factor binding sites