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Deeply Equal-Weighted Subset Portfolios
DEWSP is a subset of top-N ranked assets in an asset universe, the members of which are selected based on the predicted returns from deep learning algorithms and are equally weighted.
Hyperparameter Optimization for Forecasting Stock Returns
In recent years, hyperparameter optimization (HPO) has become an increasingly important issue in the field of machine learning for the development of more accurate forecasting models.
Multimodal Deep Learning for Finance: Integrating and Forecasting International Stock Markets
In this study, we develop stock return prediction models that can jointly consider international markets, using multimodal deep learning.
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