The design and implementation of a deep reinforcement learning and quantum finance theory-inspired portfolio investment management system

Continuous control with deep reinforcement learning

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Artificial Intelligence, Engineering, Machine Learning +12

Learning to Forget: Continual Prediction with LSTM

Felix A. Gers, Jürgen Schmidhuber, Fred Cummins · Neural Computation · 2000 · 5.3K citations

High-Dimensional Continuous Control Using Generalized Advantage Estimation

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Artificial Intelligence, Control Strategy, Engineering +15

Deep Direct Reinforcement Learning for Financial Signal Representation and Trading

Yue Deng, Feng Bao, Youyong Kong et al. · IEEE Transactions on Neural Networks and Learning Systems · 2016 · 754 citations

Artificial Intelligence, Computational Finance, Engineering +15

Deep learning for finance: deep portfolios

J.B. Heaton, Nick Polson, J. H. Witte · Applied Stochastic Models in Business and Industry · 2016 · 634 citations

Financial Analytics, Deep Neural Networks, Machine Learning +14