Trading ETFs with Deep Q-Learning Algorithm

This paper reports the use of double deep Q-learning (DDQN) for trading exchange-traded funds (ETFs). When compared with the buy-and-hold strategy, the proposed approach has better return in a downtrend market and comparable return in a sideways market. The buy-and-hold has some advantage in an uptrend market.