Projects per year
Personal profile
Research Interests
Machine Learning, Deep Learning, Data Mining
Experience
2012.8 ~ 2015.7 Engineer, Computational Intelligence Technology Center, Industrila Technology Research Institute
2015.8 ~ 2017.7 Assistant Professor, Department of Industrial Engineering and Management, National Chiao Tung University
2017.8 ~ 2019.7 Associate Professor, Department of Industrial Engineering and Management, National Chiao Tung University
2019.8 ~ present Professor, Department of Industrial Engineering and Management, National Chiao Tung University
Education/Academic qualification
PhD, Computer Science, National Yang Ming Chiao Tung University
External positions
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Collaborations and top research areas from the last five years
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Projects
- 11 Finished
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以深度強化學習建構排程輔助系統之研究
Liu, C.-L. (PI)
1/08/24 → 31/07/25
Project: Government Ministry › Other Government Ministry Institute
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以深度強化學習建構排程輔助系統之研究
Liu, C.-L. (PI)
1/08/23 → 31/07/24
Project: Government Ministry › Other Government Ministry Institute
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Deep Learning with Limited Labeled Data
Liu, C.-L. (PI)
1/08/22 → 31/07/23
Project: Government Ministry › Other Government Ministry Institute
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以深度強化學習建構排程輔助系統之研究
Liu, C.-L. (PI)
1/08/22 → 31/07/23
Project: Government Ministry › Other Government Ministry Institute
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Deep Learning with Limited Labeled Data
Liu, C.-L. (PI)
1/08/21 → 31/07/22
Project: Government Ministry › Other Government Ministry Institute
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Anomaly detection and segmentation in industrial images using multi-scale reverse distillation
Liu, C. L. & Chung, C. C., Jan 2025, In: Applied Soft Computing. 168, 112502.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
Harnessing heterogeneous graph neural networks for Dynamic Job-Shop Scheduling Problem solutions
Liu, C. L., Weng, P. H. & Tseng, C. J., May 2025, In: Computers and Industrial Engineering. 203, 111060.Research output: Contribution to journal › Article › peer-review
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Multimodal fusion of spatial–temporal and frequency representations for enhanced ECG classification
Liu, C. L., Xiao, B. & Hsieh, C. H., Jun 2025, In: Information Fusion. 118, 102999.Research output: Contribution to journal › Article › peer-review
4 Scopus citations -
Predicting NSAID-associated cardiac mortality: A deep learning approach to 12-lead ECG analysis
Liu, C. L., Su, H. C., Liu, C. M., Wu, I. C., Chen, P. F., Hsu, W. T., Liao, L. L. & Hu, Y. F., Jul 2025, In: Biomedical Signal Processing and Control. 105, 107621.Research output: Contribution to journal › Article › peer-review
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Self-supervised learning for remaining useful life prediction using simple triplet networks
Liu, C. L., Xiao, B. & Hsu, S. S., Mar 2025, In: Advanced Engineering Informatics. 64, 103038.Research output: Contribution to journal › Article › peer-review
3 Scopus citations