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Lightweight Orthogonal Adaptive Multi-scale Decomposition for Enhanced Time Series Prediction

Transformer-based and multilayer-perceptron-based methods have emerged as leading approaches in time series forecasting. While transformer-based architectures demonstrate strength in modeling long-range dependencies, they encounter challenges with computational complexities and overfitting tendencie...

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Bibliografiske detaljer
Principais autores: Chenhao Jing, Yifan Hu, Lizhao Zhu, Dawei Cheng
Format: Artigo
Sprog:Inglês
Udgivet: American Association for the Advancement of Science (AAAS) 2026-01-01
Serier:Intelligent Computing
Online adgang:https://spj.science.org/doi/10.34133/icomputing.0363
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