Because the signals and noises after the wavelet transform have the singularity,this paper proposes an unbiased risk estimate algorithm on the basis of soft thresholding given by Dohono,and applies it to the speech de-noising.The experimental results show that the algorithm has a least minimum mean-squared error than the other algorithms.