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Author

Chao Zhang

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Aug 2026

Causal inference-based matching networks time-series prediction method under small sample data: battery remaining useful life prediction as a case study

Data-driven machine learning models face challenges in accurately predicting remaining useful life in small-sample time-series datasets, primarily due to data scarcity and information leakage. Addressing these limitations, this study presents causal inference-based matching network, a novel framework synergizing causal...

Jia-Shan Gao, Shaoping Wang, Rentong Chen et al. · 0 citations

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