Before revision:  In addition, we design an arbitrage mechanism based on Arbitrage Pricing Theory, and redesign the activation function for acquiring action vectors. Furthermore, we redesign neural networks for reinforcement learning with reference to deep neural networks that process image data.
After revision:  In addition, we design an arbitrage mechanism .