一、个人简介
教育经历：
2021.09-2024.12 福建师范大学 博士 统计学
2018.09-2021.07 集美大学 硕士 数学
工作经历：
2025.1-至今莆田学院 数学与金融学院 讲师
联系方式：邮箱：xuxiuqin125@163.com
二、科研项目
研究项目
1. “基于张量分解的金融时序数据补全方法研究”，《福建省金融信息处理重点实验室（莆田学院）、金融数学福建省高校重点实验室（莆田学院）开放课题》，2025-2027，参与
2. “基于张量分解的高维不完备数据补全方法研究”， 莆田学院科研项目，2025-2028，主持
三、科研成果
论文专著：
[1] Xiuqin Xu, Mingwei Lin, Xin Luo, and Zeshui Xu. HRST-LR: A Hessian Regularization Spatio-Temporal Low Rank Algorithm for Traffic Data Imputation[J]. IEEE Transactions on Intelligent Transportation Systems, 2023, 24(10): 11001-11017. (中科院二区Top, 影响因子: 7.641)
[2] Xiuqin Xu, Mingwei Lin, Xin Luo, and Zeshui Xu. An Adaptively Bias-Extended Non-negative Latent Factorization of Tensors Model for Accurately Representing the Dynamic QoS Data[J]. IEEE Transactions on Services Computing, 2025, 18(2): 603-617. (中科院一区, 影响因子: 5.194)
[3] Xiuqin Xu, Mingwei Lin, Wenqiang Li, Jianpeng Zhang, and Hao Wu. Time-varying QoS Estimation via Non-negative Latent Factorization of Tensors with Extended Linear Biases[C]//Proceedings of the IEEE International Conference on Big Data. IEEE, 2023: 1-10. (CCF-C会)
[4] Xiuqin Xu, Mingwei Lin, Zeshui Xu, and Xin Luo. Attention-Mechanism-Based Neural Latent-Factorization-of-Tensors Model[J]. ACM Transactions on Knowledge Discovery from Data, 2025, 19(4): 1556-4681. (中科院三区,影响因子: 3.607)
[5] Zhangpeng Lin, Wenxing Hong, Xiuqin Xu, Mingwei Lin, Xin Luo, and Zeshui Xu. A Fast Self-adaptive Latent Factor Model based on Intuitionistic Fuzzy Number[J]. Information Sciences, 2025, 694: 121713. (中科院一区, 影响因子: 6.795)
[6] Mingwei Lin, Hengshuo Yang, Xiuqin Xu, Ling Lin, Zeshui Xu, Xin Luo. Momentum-Accelerated and Biased Unconstrained Non-Negative Latent Factor Model for Handling High-Dimensional and Incomplete Data[J]. ACM Transactions on Knowledge Discovery from Data, 2025, 19(3): 1-25. (中科院三区, 影响因子: 3.089)
[7] Mingwei Lin, Jiaqi Liu, Hong Chen, Xiuqin Xu, Xin Luo, and Zeshui Xu. A 3D Convolution-Incorporated Dimension Preserved Decomposition Model for Traffic Data Prediction[J]. IEEE Transactions on Intelligent Transportation Systems[J]. 2025, 26(1): 673-690. (中科院二区 Top, 影响因子: 7.641)
[8] Mingwei Lin, Xingyu Lin, Xiuqin Xu, Zeshui Xu, and Xin Luo. Neural Networks Latent Factor Analysis for High-Dimensional and Incomplete Data[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems. (中科院一区, 影响因子: 13.451, 录用)
[9] Xiuqin Xu, Mingwei Lin, Honghui Wang, Mingwei Lin. Online education satisfaction assessment based on cloud model and fuzzy TOPSIS[J]. Applied Intelligence, 2022, 52(12): 13659-13674. (中科院二区, 影响因子: 5.086)
[10] Xiuqin Xu, Jialiang Xie, Na Yue, and Honghui Wang. Probabilistic Uncertain Linguistic TODIM Method Based on the Generalized Choquet Integral and its Application[J]. International Journal of Intelligent Computing and Cybernetics, 2021, 14(2): 122-144. (EI 收录, 影响因子：2.2)
专利：
[1] 林铭炜, 许秀琴, 庄丹, 凌杰. 基于Hessian正则时空低秩约束的交通数据矩阵填充方法[P]. 福建省: CN202210624803.9, 2022-09-20.
