一、基本信息
出生年月：88.04
职称：教授
最高学位：博士
主要研究方向:大数据，数据挖掘，机器学习
工作单位：计算机与人工智能学院
(招收信息)有志于从事大数据，数据挖掘，机器学习等方向的同学请随时和我邮件联系。
个人主页：https://longyuancn.github.io/
二、教育及工作经历
2025.04-至今 武汉理工大学 教授
2018.12-2025.03南京理工大学 教授
2019-10-2020.10阿里巴巴达摩院，访问学者
2017.03-2018.10澳大利亚新南威尔士大学，副研究员
2013.09-2017.06澳大利亚新南威尔士大学，博士
2010.09-2013.06四川大学，硕士
2006.09-2010.06四川大学，学士
三、近期代表性学术成果
*通讯作者
l Lingkai Meng, Yu Shao, Long Yuan*, Longbin Lai, Peng Cheng, Xue Li, Wenyuan Yu, Wenjie Zhang, Xuemin Lin, Jingren Zhou, “Revisiting Graph Analytics Benchmarks”, International Conference on Management of Data (SIGMOD), 2025, in press (CCF A)
l Long Yuan, Xiaotong Sun, Zi Chen, Peng Cheng, Longbin Lai, Xuemin Lin, “HINSCAN: Efficient Structural Graph Clustering over Heterogeneous Information Networks”, IEEE International Conference on Data Engineering (ICDE), 2025, in press. (CCF A)
l Long Yuan, Junyue Xu, Zi Chen, Chuan Ma, Jianqiu Xu, Lu Qin, “Efficient Maximum Balanced k-biplex Search over Bipartite Graphs”, IEEE International Conference on Data Engineering (ICDE), 2025, in press. (CCF A)
l Ruicheng Zhu, Xintong Wang, Kai Wang, Fan Zhang, Zhengping Qian, Long Yuan, “Efficient k-Truss Breaking and Minimization”. IEEE International Conference on Data Engineering (ICDE), 2025, in press. (CCF A)
l Yu Shao, Peng Cheng, Longbin Lai, Long Yuan, Wangze Ni, Xuemin Lin, “Most Probable Maximum Weighted Butterfly Search”. IEEE International Conference on Data Engineering (ICDE), 2025, in press. (CCF A)
l Yiqi Wang, Long Yuan*, Wenjie Zhang, Xuemin Lin, Zi Chen, Qing Liu, “Simpler is More: Efficient Top-K Nearest Neighbors Search on Large Road Networks”, International Conference on Very Large Data Bases (VLDB), 4683-4695, 2025. (CCF A)
l Long Yuan, Xia Li, Zi Chen, Xuemin Lin, Xiang Zhao, Wenjie Zhang, “I/O Efficient Label-Constrained Reachability Queries in Large Graphs”, International Conference on Very Large Data Bases (VLDB), 2590-2602, 2024. (CCF A)
l Long Yuan, Kongzhang Hao, Xuemin Lin, Wenjie Zhang, “Batch Hop-constrained ST Simple Path Query Processing in Large Graphs”, IEEE International Conference on Data Engineering (ICDE), 2557-2569, 2024. (CCF A)
l Zi Chen, Xingyu Ji, Long Yuan*, Xuemin Lin, Wenjie Zhang, Shan Huang, “Parallel Contraction Hierarchies Construction on Road Networks”, IEEE Transactions on Knowledge and Data Engineering (TKDE), 36(12):9011-9024 2024. (CCF A)
l Lingkai Meng, Yu Shao, Long Yuan*, Longbin Lai, Peng Cheng, Xue Li, Wenyuan Yu, Wenjie Zhang, Xuemin Lin, Jingren Zhou, “A Survey of Distributed Graph Algorithms on Massive Graphs” (A comprehensive survey on distributed graph algorithms), ACM Computing Surveys (CSUR), 57(2):27:1-27:39, 2025
l Yuwen Qian, Guodong Huang, Chuan Ma, Ming Ding, Long Yuan*, Zi Chen, Kai Wang, ”Enhancing Resilience in Website Fingerprinting: Novel Adversary Strategies for Noisy Traffic Environments”, IEEE Transactions on Information Forensics and Security (TIFS),19:7216-7231,2024 (CCF A)
l Shunyang Li, Kai Wang, Xuemin Lin, Wenjie Zhang, Yizhang He, Long Yuan, “Querying Historical Cohesive Subgraphs over Temporal Bipartite Graphs”, IEEE International Conference on Data Engineering (ICDE), 2578-2590, 2024. (CCF A)
l Zi Chen, Long Yuan, Li Han, Zhengping Qian, “Higher-Order Truss Decomposition in Graphs (Extended abstract)”, IEEE International Conference on Data Engineering (ICDE), 5695-5696, 2024. (CCF A)
l Junhua Zhang, Long Yuan*, Wentao Li, Lu Qin, Ying Zhang, Wenjie Zhang “Label-Constrained Shortest Path Query Processing on Road Networks”, The VLDB Journal (VLDBJ), 33:569–593, 2023. (CCF A)
l Yiqi Wang, Long Yuan*, Zi Chen, Wenjie Zhang, Xuemin Lin, Qing Liu, “Towards Efficient Shortest Path Counting on Billion-Scale Graphs”, IEEE International Conference on Data Engineering (ICDE), 2579-2592, 2023 (CCF A)
l Zi Chen, Yiwei Zhao, Long Yuan*, Xuemin Lin, Kai Wang, “Index-Based Biclique Percolation Communities Search on Bipartite graphs”, IEEE International Conference on Data Engineering (ICDE), 2699-2712, 2023 (CCF A)
l Zi Chen, Long Yuan*, Li Han, Zhengping Qian, “Higher-Order Truss Decomposition in Graphs”, IEEE Transactions on Knowledge and Data Engineering (TKDE), 35(4):3966-3978, 2023. (CCF A)
l Zi Chen, Long Yuan*, Xuemin Lin, Wenjie Zhang, Lu Qin, “Balanced Clique Computation in Signed Networks: Concepts and Algorithms”, IEEE Transactions on Knowledge and Data Engineering (TKDE), 35(11):11079-11092, 2023. (CCF A)
l Chuan Ma, Long Yuan*, Li Han, Ming Ding, Raghav Bhaskar, Jun Li, “Data Level Privacy Preserving: A Stochastic Perturbation Approach based on Differential Privacy”, IEEE Transactions on Knowledge and Data Engineering (TKDE), 35(4):3619-3631, 2023. (CCF A)
l Chuan Ma, Jun Li, Kang Wei, Bo Liu, Ming Ding, Long Yuan, Zhu Han, H. Vincent Poor, “Trusted AI in Distributed Networks: An Overview on Privacy and Security for Machine Learning”, Proceedings of the IEEE (Proc. IEEE), 111(9):1097-1132, 2023. (CCF A)
l Qianzhen Zhang, Deke Guo, Xiang Zhao, Long Yuan, Lailong Luo, “Discovering Frequency Bursting Patterns in Temporal Graphs”, IEEE International Conference on Data Engineering (ICDE), 599-611, 2023. (CCF A)
l Jiujing Zhang, Shiyu Yang, Dian Ouyang, Fan Zhang, Xuemin Lin, Long Yuan, “Hop-Constrained s-t Simple Path Enumeration on Large Dynamic Graphs”, IEEE International Conference on Data Engineering (ICDE), 762-775, 2023. (CCF A)
l Junhua Zhang, Long Yuan*, Wentao Li, Lu Qin, Ying Zhang, “Efficient Label-Constrained Shortest Path Queries on Road Networks: A Tree Decomposition Approach”, International Conference on Very Large Data Bases (VLDB), 15(3): 686-698, 2022. (CCF A)
l Kongzhang Hao, Long Yuan*, Wenjie Zhang, “Distributed Hop-Constrained s-t Simple Path Enumeration at Billion Scale”, International Conference on Very Large Data Bases (VLDB), 15(2):169-182, 2022. (CCF A)
l Lingkai Meng, Long Yuan*, Zi Chen, Xuemin Lin, Shiyu Yang, “Index-based Structural Clustering on Directed Graphs”, IEEE International Conference on Data Engineering (ICDE), 2832-2845, 2022. (CCF A)
l Junhua Zhang, Wentao Li, Long Yuan, Lu Qin, Ying Zhang, Lijun Chang, “Shortest-Path Queries on Complex Networks: Experiments, Analyses, and Improvement”, International Conference on Very Large Data Bases (VLDB), 15(11):2640-2652, 2022. (CCF A)
l Dian Ouyang, Long Yuan*, Lu Qin, Lijun Chang, Ying Zhang, Xuemin Lin, “Efficient Shortest Path Index Maintenance on Dynamic Road Networks with Theoretical Guarantees”, International Conference on Very Large Data Bases (VLDB), 13(5): 602-615, 2020. (CCF A)
l Boge Liu, Long Yuan*, Xuemin Lin, Lu Qin, Wenjie Zhang, Jingren Zhou, “Efficient (α, β)-Core Computation in bipartite graph”, The VLDB Journal (VLDBJ), 29(5): 1075-1099, 2020. (CCF A)
l Zi Chen, Long Yuan*, Xuemin Lin, Lu Qin, Jianye Yang, “Efficient Maximal Balanced Clique Enumeration in Signed Networks”, The Web Conference (WWW), 339-349, 2020. (CCF A)