Before revision:  Our study suggests an approach for deriving an intelligent portfolio trading strategy using deep Q-learning.
After revision:  Our study suggests an approach for deriving an intelligent portfolio trading strategy in which an intelligent agent is trained to identify an optimal trading action by using an algorithm called deep Q-learning.