Mingsen Du’s GitHub Pages
About Me
I’m Du Mingsen.
Research Interests: I am interested in data mining, time series analysis (classification, prediction, anomaly detection), large language models, interpretability, spatio-temporal data analysis.
Publications
Du, M., Chen, M., Li, Y., & Wei, S. (2026). Heterogeneous Relationships of Subjects and Shapelets for Semi-supervised Multivariate Series Classification. Expert Syst. Appl., 131274. DOI: 10.1016/j.eswa.2026.131274, SCI Q1, CCF C, IF: 7.5
Du, M., Chen, M., Liu, Z., Li, Y., Ji, C., & Wei, S. (2025). Multivariate Time Series Classification via Heterogeneous Graph Representation. IEEE Transactions on Industrial Informatics, 21, 9596-9607. DOI: 10.1109/TII.2025.3598519, SCI Q1, CCF C, IF: 9.9
Du, M., Wei, Y., Zheng, X., & Ji, C. (2024). Causal and Local Correlations Based Network for Multivariate Time Series Classification. Neurocomputing, 634, 129884. DOI: 10.1016/j.neucom.2025.129884, SCI Q1, CCF C, IF: 5.5
Du, M., Wei, Y., Tang, Y., Zheng, X., Wei, S., & Ji, C. (2024). ST-Tree with Interpretability for Multivariate Time Series Classification. Neural networks : the official journal of the International Neural Network Society, 183, 106951 . DOI: 10.1016/j.neunet.2024.106951, SCI Q1, CCF B, IF: 6.0
Du, M., Wei, Y., Hu, Y., Zheng, X., & Ji, C. (2024). Multivariate time series classification based on fusion features. Expert Syst. Appl., 248, 123452. DOI: 10.1016/j.eswa.2024.123452, SCI Q1, CCF C, IF: 7.5
Du, M., Wei, Y., Hu, Y., Zheng, X., & Ji, C. (2023). Automatic Component Identification Based on Time Series Classification for Intelligent Devices. 2023 IEEE International Conference on Data Mining Workshops (ICDMW), 540-549.
DOI: 10.1109/ICDMW60847.2023.00077
Ji, C., Du, M., Wei, Y., Hu, Y., Liu, S., Pan, L., & Zheng, X. (2023). Time series classification with random temporal features. J. King Saud Univ. Comput. Inf. Sci., 35, 101783. DOI: 10.1016/j.jksuci.2023.101783, SCI Q1, IF: 5.2
Du, M., Wei, Y., Zheng, X., & Ji, C. (2023). Multi-feature based network for multivariate time series classification. Inf. Sci., 639, 119009. DOI: 10.1016/j.ins.2023.119009, SCI Q1, CCF B, IF: 8.1
Ji, C., Du, M., Hu, Y., Liu, S., Pan, L., & Zheng, X. (2022). Time series classification based on temporal features. Appl. Soft Comput., 128, 109494. DOI: 10.1016/j.asoc.2022.109494, SCI Q1, IF: 7.2