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International Review of Economics & Finance· 2025Q1· Review

Deep learning for financial forecasting: A review of recent trends

Sofia Giantsidi, Claudia Tarantola

Short summary

A review of 187 studies (2020-2024) reveals RNN-based models, especially LSTMs, dominate financial forecasting, with CNN-LSTM hybrids increasingly used for spatio-temporal dependencies, and cryptocurrency prediction emerging as a key task.

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Field: Management Science and Operations Research

Management Science and Operations ResearchDecision Sciences