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Multi-source domain adaptation via evidence-based target pseudo-labels for human–computer collaboration fault diagnosis | Synapse
March 3, 2026
Multi-source domain adaptation via evidence-based target pseudo-labels for human–computer collaboration fault diagnosis
JT
Jilun Tian
Harbin Institute of Technology
HL
Hao Luo
Harbin Institute of Technology
PY
Pengfei Yan
Harbin Institute of Technology
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Key Points
Enhanced fault diagnosis leverages target pseudo-labels to increase accuracy.
The model showed a significant improvement, with accuracy rising by 20% in tests.
Analysis utilizes multi-source domain adaptation to integrate various training data effectively.
This approach highlights the potential for better collaboration between humans and computers in diagnostics.
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Cite This Study
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Tian et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75d1ac6e9836116a26960
https://doi.org/https://doi.org/10.1016/j.jii.2026.101077