李德玉,博士、二级教授、博士生导师,山西大学计算机与信息技术学院(大数据学院)党委书记,计算智能与中文信息处理教育部重点实验室副主任,计算机科学与技术一级学科博士点方向带头人,山西省学术技术带头人,山西省高校青年学术带头人,山西省计算机学会副理事长,CCF模式识别与人工智能专委会委员,中国人工智能学会粒计算与知识发现专委会常务委员。曾任山西大学科技处处长、山西大学计算机与信息技术学院院长。
主持国家自然科学基金项目5项。主要从事数据挖掘方面的教学科研工作,在IEEE TKDE、IEEE TFS、IEEE TCSS、PR、Information Sciences、Computer Speech and Language、中国科学、计算机研究与发展等国际国内重要学术期刊发表论文100余篇。作为主要成员完成的“基于计算智能的数据挖掘理论与方法研究”获得2007年度山西省自然科学一等奖(排名第二),“基于粒计算的数据建模理论与方法研究”获得2016年度山西省自然科学一等奖(排名第三)。
1.国家自然科学基金项目(No. 62072294):基于形式概念分析的关联数据知识表示与推理研究, 2021.01-2024.12, (主持人)
2.国家自然科学基金项目(No. 61672331):基于标记概念监督的多标记粒计算理论与算法研究, 2017.01-2020.12, (主持人)
3.国家自然科学基金项目(No. 61272095):多标记数据的粒计算理论与算法研究, 2013.01-2016.12, (主持人)
4.国家自然科学基金项目(No. 60970014):面向混合数据的粒度计算理论与方法研究, 2010.01-2012.12, (主持人)
5.国家自然科学基金项目(No. 60573074):知识粗糙性度量与粗糙集数据分析方法研究, 2006.01-2008.12, (主持人)
[1] Chao Zhang, Juanjuan Ding, Jianming Zhan, Arun Kumar Sangaiah, Deyu Li. Fuzzy intelligence learning based on bounded rationality in IoMT systems: a case study in Parkinson's disease. IEEE Transactions on Computational Social Systems, 2023, 10(4): 1607-1621. SCI
[2] Yujie Fu, Suge Wang, Xiaoli Li, Deyu Li, Yang Li, Jian Liao, Jianxing Zheng. Hierarchical neural network: Integrate divide-and-conquer and unified approach for argument unit recognition and classification. Information Sciences, 2023, 624: 796-810. SCI
[3] Erliang Yao, Deyu Li, Yanhui Zhai, Chao Zhang. Multilabel feature selection based on relative discernibility pair matrix. IEEE Transactions on Fuzzy Systems, 2022, 30, 7, 2388-2401. SCI
[4] Feng Cao, Bing Xing, Jiancheng Luo, Deyu Li, Yuhua Qian, Chao Zhang, Hexiang Bai, Hu Zhang. An efficient object detection algorithm based on improved YOLOv5 for high-spatial-resolution remote sensing images. Remote Sensing, 2023, 15(15):3755. SCI
[5] Hexiang Bai, Deyu Li, Yong Ge, Jinfeng Wang, Feng Cao. Spatial rough set-based geographical detectors for nominal target variables. Information Sciences, 2022, 586:525-539. SCI
[6] Xiaozhen Fu, Deyu Li, Yanhui Zhai. Multi-label learning with kernel local label information. Expert Systems with Applications, 2022, 207, 118027. SCI
[7] Xin Wen, Deyu Li, Chao Zhang, Yanhui Zhai. A weighted ML-KNN based on discernibility of attributes to heterogeneous sample pairs. Information Processing & Management, 2022, 59, 103053. SCI
[8] Jianxing Zheng, Zifeng Qin, Suge Wang, Deyu Li. Attention-based explainable friend link prediction with heterogeneous context information, Information Sciences, 2022, 597, 211-229. SCI
[9] Yanhui Zhai, Nan Jia, Shaoxia Zhang, Deyu Li, Weihua Xu. Study on deduction process and inference methods of decision implications. International Journal of Machine Learning and Cybernetics, 2022, 13(7):1959-1979. SCI
[10] Yanhui Zhai, Jianjun Qi, Deyu Li, Chao Zhang, Weihua Xu. The structure theorem of three-way concept lattice. International Journal of Approximate Reasoning, 2022, 146: 157-173. SCI
[11] Shaoxia Zhang, Deyu Li, Yanhui Zhai. Incremental method of generating decision implication canonical basis. Soft Computing, 2022, 26:1067-1083. SCI
[12] Chao Zhang, Wenhui Bai, Deyu Li, Jianming Zhan. Multiple attribute group decision making based on multigranulation probabilistic models, MULTIMOORA and TPOP in incomplete q-rung orthopair fuzzy information systems. International Journal of Approximate Reasoning, 2022, 143, 102-120. SCI
[13] Chuanjun Zhao, Suge Wang, Deyu Li. Cross-domain sentiment classification via parameter transferring and attention sharing mechanism, Information Sciences, 2021, 578: 281-296. SCI
[14] Chao Zhang, Juanjuan Ding, Deyu Li, Jianming Zhan. A novel multi-granularity three-way decision making approach in q-rung orthopair fuzzy information systems. International Journal of Approximate Reasoning, 2021, 138: 161-187. SCI
[15] Chen Xin, Hai Zhen, Wang Suge, Li Deyu, Wang Chao, Huanbo Luan. Metaphor identification: A contextual inconsistency based neural sequence labeling approach. Neurocomputing. 2021, 428:268–279. SCI
[16] Chao Zhang, Deyu Li, Jiye Liang, Baoli Wang. MAGDM-oriented dual hesitant fuzzy multigranulation probabilistic models based on MULTIMOORA. International Journal of Machine Learning and Cybernetics, 2021, 12(5): 1219-1241. SCI
[17] Peng Zhang, Suge Wang, Deyu Li, Xiaoli Li, Zhikang Xu. Combine Topic Modeling with Semantic Embedding: Embedding Enhanced Topic Model, IEEE Transactions on Knowledge and Data Engineering, 2020, 32(12):2322-2335. SCI
[18] Chao Zhang, Deyu Li, Jiye Liang. Interval-valued hesitant fuzzy multi-granularity three-way decisions in consensus processes with applications to multi-attribute group decision making. Information Sciences. 2020, 511: 192-211. SCI
[19] Chao Zhang, Deyu Li, Jiye Liang. Multi-granularity three-way decisions with adjustable hesitant fuzzy linguistic multigranulation decision-theoretic rough sets over two universes. Information Sciences. 2020, 507: 665-683. SCI
[20] Chao Zhang, Deyu Li, Xiangping Kang, Dong Song, Arun Kumar Sangaiah, Said Broumi. Neutrosophic fusion of rough set theory: An overview. Computers in Industry, 2020, 115: 103117. SCI