LD-CNN19: A Deep Learning Model Integrating Logical Reasoning and Knowledge Expansion for Small-Sample Sleep Staging Tasks

Ning Zhou, Yongcheng Zheng, Jinyuan Zhang

Open source

DOI
10.1109/jbhi.2026.3728391
Published
2026
Container
IEEE Journal of Biomedical and Health Informatics
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Open access
unknown

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BibTeX

@article{allodium:10.1109/jbhi.2026.3728391,
  title = {LD-CNN19: A Deep Learning Model Integrating Logical Reasoning and Knowledge Expansion for Small-Sample Sleep Staging Tasks},
  author = {Ning Zhou and Yongcheng Zheng and Jinyuan Zhang},
  year = {2026},
  journal = {IEEE Journal of Biomedical and Health Informatics},
  doi = {10.1109/jbhi.2026.3728391},
  url = {https://doi.org/10.1109/jbhi.2026.3728391}
}

RIS

TY  - JOUR
TI  - LD-CNN19: A Deep Learning Model Integrating Logical Reasoning and Knowledge Expansion for Small-Sample Sleep Staging Tasks
AU  - Ning Zhou
AU  - Yongcheng Zheng
AU  - Jinyuan Zhang
PY  - 2026
JO  - IEEE Journal of Biomedical and Health Informatics
DO  - 10.1109/jbhi.2026.3728391
UR  - https://doi.org/10.1109/jbhi.2026.3728391
ER  - 

APA

Zhou, N., Zheng, Y., & Zhang, J. (2026). LD-CNN19: A Deep Learning Model Integrating Logical Reasoning and Knowledge Expansion for Small-Sample Sleep Staging Tasks. IEEE Journal of Biomedical and Health Informatics. https://doi.org/10.1109/jbhi.2026.3728391

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