Dynamic risk prediction in financial-production systems using temporal self-attention and adaptive autoregressive models

In financial production systems, accurate risk prediction is crucial for decision- makers. Traditional forecasting methods face certain limitations when dealing with complex time-series data and nonlinear dependencies between systems, especially under extreme market fluctuations. To address this, we...

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Bibliographic Details
Main Authors: Xuduo Lin, Ziang Qi 
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Physics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fphy.2025.1627551/full
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