Chain-structured neural architecture search for financial time series forecasting

15 Mar 2024 · Denis Levchenko, Efstratios Rappos, Shabnam Ataee, Biagio Nigro, Stephan Robert ·

We compare three popular neural architecture search strategies on chain-structured search spaces: Bayesian optimization, the hyperband method, and reinforcement learning in the context of financial time series forecasting.

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Bayesian Optimization

Neural Architecture Search

reinforcement-learning

Time Series

Time Series Forecasting

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