SPPMFN: Efficient Multimodal Financial Time-Series Prediction Network With Self-Supervised Learning

Financial time series exhibit high volatility and non-linearity, making analysis particularly challenging. Traditional statistical methods like ARIMA and GARCH struggle with non-linear data. At the same time, despite capturing complex price dynamics, machine learning and deep learning approaches oft...

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Bibliographic Details
Main Authors: Ningxin Li, Gang Chao, Jianke Zou, Gaozhe Jiang
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11104243/
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