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Machine learning advances for time series forecasting
Masini, Ricardo P.; Medeiros, Marcelo C.; Mendes, Eduardo F. - In: Journal of economic surveys 37 (2023) 1, pp. 76-111
Persistent link: https://www.econbiz.de/10014287800
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Timing the factor zoo via deep learning : evidence from China
Ma, Tian; Liao, Cunfei; Jiang, Fuwei - In: Accounting and finance 63 (2023) 1, pp. 485-505
Persistent link: https://www.econbiz.de/10014301537
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Contracts for difference: a reinforcement learning approach
Zengeler, Nico; Handmann, Uwe - In: Journal of risk and financial management : JRFM 13 (2020) 4/78, pp. 1-12
We present a deep reinforcement learning framework for an automatic trading of contracts for difference (CfD) on indices at a high frequency. Our contribution proves that reinforcement learning agents with recurrent long short-term memory (LSTM) networks can learn from recent market history and...
Persistent link: https://www.econbiz.de/10012302717
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Reservoir computing vs. neural networks in financial forecasting
Georgopoulos, Spyros P.; Tziatzios, Panagiotis; … - In: International journal of computational economics and … 13 (2023) 1, pp. 1-22
Persistent link: https://www.econbiz.de/10014307624
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Surrogate modelling of a detailed farm-level model using deep learning
Shang, Linmei; Wang, Jifeng; Schäfer, David; Heckelei, … - In: Journal of agricultural economics : JAE 75 (2024) 1, pp. 235-260
Persistent link: https://www.econbiz.de/10014536582
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Deep neural networks, gradient-boosted trees, random forests : statistical arbitrage on the S&P 500
Krauss, Christopher; Do, Xuan Anh; Huck, Nicolas - In: European journal of operational research : EJOR 259 (2017) 2, pp. 689-702
Persistent link: https://www.econbiz.de/10011661795
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Predicting the startup valuation : a deep learning approach
Dhochak, Monika; Pahal, Sudesh; Doliya, Prince - In: Venture capital : an international journal of … 26 (2024) 1, pp. 75-99
Persistent link: https://www.econbiz.de/10014452420
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Dynamic circular network-based federated dual-view learning for multivariate time series anomaly detection
Zhang, Weishan; Wang, Yuqian; Chen, Leiming; Yuan, Yong; … - In: Business & information systems engineering 66 (2024) 1, pp. 19-42
Persistent link: https://www.econbiz.de/10014470871
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Deep learning and technical analysis in cryptocurrency market
Goutte, Stéphane; Le, Hoang-Viet; Liu, Fei; … - In: Finance research letters 54 (2023), pp. 1-11
Persistent link: https://www.econbiz.de/10014472779
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Forecasting Australian inbound tourism in light of data structure using deep learning
Herrera, Gabriel Paes; Oliveira, Michel Angelo … - In: Tourism analysis : an interdisciplinary tourism & … 28 (2023) 1, pp. 107-124
Persistent link: https://www.econbiz.de/10014423402