Before revision:  In this approach, we introduce a Markov decision process model to enable an agent to learn about the financial environment and develop a deep neural network structure to approximate a Q-function.
After revision:  This study formulates a portfolio trading process as a Markov decision process model to enable an agent to learn about the financial environment and develop a deep neural network structure to approximate a Q-function.