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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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)
1/08/22 → 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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Machine learning-based prediction of a high-risk kidney function trajectory class after acute kidney injury
Liu, C. L., Tain, Y. L., Lin, C. ., Peng, Y. L. & Hsu, C. N., May 2026, In: BMJ Health and Care Informatics. 33, 1, e101578.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
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
8 Scopus citations -
ECG-STAR: Spatio-temporal attention residual networks for multi-label ECG abnormality classification
Liu, C. L., Xiao, B. & Tsai, C. F., Nov 2025, In: Information Sciences. 717, 122273.Research output: Contribution to journal › Article › peer-review
12 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
8 Scopus citations -
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
21 Scopus citations