Research on deep learning model for stock prediction by integrating frequency domain and time series features

Abstract In the field of financial technology, stock prediction has become a popular research direction due to its high volatility and uncertainty. Most existing models can only process single temporal features, failing to capture multi-scale temporal patterns and latent cyclical components embedded...

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Bibliographic Details
Main Authors: Wenjie Sun, Jianhua Mei, Shengrui Liu, Chunhong Yuan, Jiaxuan Zhao
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-14872-6
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