An application of deep reinforcement learning to algorithmic trading

•Reinforcement learning (RL) formalization of the algorithmic trading problem.•Novel trading strategy based on deep reinforcement learning (DRL), denominated TDQN.•Rigorous performance assessment methodology for algorithmic trading.•TDQN algorithm delivers promising results surpassing benchmark stra...

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