Financial portfolio optimization with online deep reinforcement learning and restricted stacked autoencoder—DeepBreath

•Deep reinforcement learning framework called DeepBreath for portfolio management.•Extracting high-level features using restricted stacked autoencoder.•A convolutional neural network is employed to enforce the policy.•The reinforcement learning framework is trained both offline and online.•The settl...

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