Akhter Mohiuddin Rather proposed a deep neural network based approach for prediction of non-stationary data recently. Traditional statistical models did not yield any expected results; artificial neural networks resulted into high time complexity. Therefore, deep learning approach seemed to be the bestmethod as of today in dealing with such problems wherein time complexity and excellent predictions are of concern.

                                                          Figure1. Sliding windows in ARDNN.