High-Dimensional Stock Portfolio Trading with Deep Reinforcement Learning

Uta Pigorsch, Sebastian Schäfer

This paper proposes a Deep Reinforcement Learning algorithm for financial portfolio trading based on Deep Q-learning. The algorithm is capable of trading high-dimensional portfolio…