In this paper, the improvement of the cascaded prediction method used in the OLS-NLMS algorithm was presented. Also, the improved adaptive arithmetic coder with short, medium and long-term adaptation was presented and the experiment was carried out comparing the results with other known lossless audio coders against which our method obtained the best result.