In experiments to evaluate the proposed method on the β-globin genes of 11 species. By evaluating the correlation coefficient between the calculated similarities and the results from MEGA , the proposed method FPE achieves higher correlation coefficients than two recently-developed alignment-free methods and BLASTN. Further comparison analysis also shows that FPE is more accurate than the two recently-developed methods, and our results agree well with the evolutionary fact.