MMTransformer: a multivariate time-series resource forecasting model for multi-component applications

Abstract Efficient resource forecasting in multi-component application scenarios necessitates comprehensive consideration of inter-component dependencies and resource interaction characteristics. Existing methods primarily rely on single-step predictions, adopt univariate models, and ignore inter-co...

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Bibliographic Details
Main Authors: Guangzhang Cui, Tao Hu, Wei Zhang, Hujun Bao
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-07162-8
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