Stock market serves as an important indicator of today’s economy. Predicting the price fluctuation stocks and acquiring maximum gains has been main concern investors. In recent years, deep learning models are widely applied to stock prediction have achieved good performances. However, majority these based belong supervised methods not capable dealing with long-term targets. Therefore, in this p...