Experiment results show that the new prediction method can control the rebound forecast error within a certain range, the compensate measures has been achieved good results.

Finally, connecting embedding theory with prediction errors, we propose a new prediction method to chaotic time series based on embedding technique and prediction errors on tested sets.

This paper proposed a new prediction method for outliers over data stream based on sparse representation to improve the optimum prediction speed and performance of outliers over data stream.