Before revision:  The objective of this paper is to verify that current cutting-edge artificial intelligence technology, deep reinforcement learning, can be applied to portfolio management  .
After revision: According to documents, there has not been a completely artificial intelligence framework with shorting mechanism in continuous action space for portfolio optimization. The objective of this paper is to verify that current cutting-edge artificial intelligence technology, deep reinforcement learning, can be applied to portfolio management .