论文成果概述：甘教授长期从事数据挖掘、大数据、隐私安全等领域研究，累计发表100余篇高水平学术论文，其中70余篇SCI期刊论文和50余篇EI会议论文，入选2021年度和2022年度全球前2%顶尖科学家。学术影响力: 成果被引用2600余次，H-index为26。详细的论文列表请参考DBLP主页
1) 近三年期刊论文(指导学生发表):
[1] Qi Lin本科生#, Wensheng Gan#, Yongdong Wu, Jiahui Chen, Chien-Ming Chen: Joint Utility and Frequency for Pattern Classification. ACM Transactions on Management Information System. pp 1-24 (2022) (SCI, TOP)
[2] Gengsen Huang硕士生, Wensheng Gan*, Jian Weng, Philip S. Yu: US-Rule: Discovering Utility-driven Sequential Rules. ACM Transaction on Knowledge Discover from Data (2022) (SCI, TOP)
[3] Gengsen Huang硕士生, Wensheng Gan*, Shan Huang硕士生, Jiahui Chem. Negative Pattern Discovery with Individual Support. Knowledge-Based Systems, pp 1-16 (2022) (SCI, JCR Q1)
[4] Gengsen Huang硕士生, Wensheng Gan*, Philip S. Yu: TaSPM: Targeted Sequential Pattern Mining. pp 1-17. Under revision (2022)
[5] Gengsen Huang硕士生, Wensheng Gan*, et al.: Discovering Weighted Sequential Rules. pp 1-12. Under reviewed (2022)
[6] Gengsen Huang硕士生, Wensheng Gan*, et al.: Sequence Utility Maximization with Utility Occupancy. pp 1-26. Under reviewed (2022)
[7] Wensheng Gan*, Gengsen Huang硕士生, Jian Weng, Tianlong Gu, Philip S. Yu: Towards Target Sequential Rules. pp 1-26. ArXiv: 2206.04728. Under reviewed (2022)
[8] Jinbao Miao硕士生, Shicheng Wan硕士生, Wensheng Gan*, Jiayi Sun, Jiahui Chen: Targeted High-Utility Itemset Querying. pp 1-12. IEEE Transaction on Artificial Intelligence (2022)
[9] Jinbao Miao硕士生, Shicheng Wan硕士生, Wensheng Gan*, et al.: Towards Target High-Utility Itemsets. pp 1-14. ArXiv: 2206.06157.Under reviewed (2022)
[10] Jinbao Miao硕士生, Wensheng Gan*, Gengsen Huang, Philip S. Yu: THUIQ: Targeted High-Utility Itemset Querying. pp 1-14. Under reviewed (2022)
[11] Zhaowen Yin硕士生, Wensheng Gan*, et al.: Constraint-based Sequential Rule Mining. pp 1-19. Under reviewed (2022)
[12] Yuheng Yang硕士生, Wensheng Gan*, Philippe Fournier-Viger, Yongdong Wu, et al.: TopSR: Fast Mining Top-K Sequential Rules. pp 1-14. Under reviewed (2022)
[13] Yanling Cui硕士生,Wensheng Gan*, Hong Lin本科生,Weimin Zheng*: FRI-Miner: Fuzzy Rare Itemset Mining. Applied Intelligence. pp. 1-16 (2021) (SCI, JCR Q1)
[14] Lili Chen硕士生, Wensheng Gan, Qi Lin本科生, Shuqiang Huang, Chien-Ming Chen*: OHUQI: Mining On-Shelf High-Utility Quantitative Itemsets. The Journal of Supercomputing. pp. 1-20 (2021) (SCI, JCR Q2)
[15] Chunkai Zhang, Zilin Du硕士生, Yuting Yang硕士生, Wensheng Gan*, Philip S. Yu: On-Shelf Utility Mining of Sequence Data. ACM Transaction on Knowledge Discover from Data16(2): 21:1-21:31 (2022) (SCI, TOP)
[16] Chunkai Zhang, Quanjian Dai硕士生, Zilin Du硕士生, Wensheng Gan*, et al.: TUSQ: Targeted High-Utility Sequence Querying. IEEE Transaction on Big Data, pp 1-15 (2022) (SCI, TOP)
[17] Chunkai Zhang, Zilin Du硕士生, Wensheng Gan*, Philip S. Yu: TKUS: Mining top-k high utility sequential patterns. Information Science. 570: 342-359 (2021, JCR Q1)
[18] Jiahui Chen, Xu Guo硕士生, Wensheng Gan*, Chien-Ming Chen, Weiping Ding, Guoting Chen. On-shelf utility mining from transaction database. Engineering Applications of Artificial Intelligence. 107: 104516 (2022) (SCI, JCR Q1)
[19] Chien-Ming Chen, Lili Chen硕士生, Wensheng Gan*, Lina Qiu, Weiping Ding: Discovering high utility-occupancy patterns from uncertain data. Information Science. 546: 1208-1229 (2021) (SCI, JCR Q1)
[20] Shicheng Wan硕士生, Jiahui Chen, Wensheng Gan*, Guoting Chen, Vikram Goyal: THUE: Discovering Top-K High Utility Episodes. pp 1-12. ArXiv: 2106.14830 (2021)
[21] Shicheng Wan硕士生, Wensheng Gan*, Xu Guo, Jiahui Chen, Unil Yun: FUIM: Fuzzy Utility Itemset Mining. pp 1-14. ArXiv: 2111.00307 (2021)
[22] Shicheng Wan硕士生, Wensheng Gan*, Jiahui Chen, et al.: Fast Data Mining Model for RFM Analysis. pp 1-12. Under reviewed (2022)
[23]Jiahui Chen, Shicheng Wan硕士生, Wensheng Gan*, Guoting Chen, Hamido Fujita: TOPIC: Top-k High-Utility Itemset Discovering. ArXiv: 2106.14811 (2021)
[24] Chunkai Zhang, Quanjian Dai硕士生, Zilin Du硕士生, Wensheng Gan*, Jian Weng, and Philip S. Yu. Utility-driven Mining of Contiguous Sequences. pp 1-14, ArXiv: 2111.00247 (2021)
[25] Chunkai Zhang, Yuting Yang硕士生, Zilin Du硕士生, Wensheng Gan*, HUSP-SP: Faster Utility Mining on Sequence Data. pp 1-18, Under revision (2022)
[26] Chien-Ming Chen, Lili Chen硕士生, Wensheng Gan*: Flexible Pattern Discovery and Analysis. ArXiv: 2111.12218 (2021)
2) 近三年期刊论文:
[1] Wensheng Gan, Jerry Chun-Wei Lin, Philippe Fournier-Viger, Han-Chieh Chao, Vincent S. Tseng, and Philip S. Yu: A Survey of Utility-Oriented Pattern Mining. IEEE Transactions on Knowledge and Data Engineering. 33(4): 1306-1327 (2021) (SCI, TOP)
[2] Wensheng Gan, Lili Chen, Shicheng Wan, Jiahui Chen, Chien-Ming Chen: Anomaly Rule Detection in Sequence Data. IEEE Transactions on Knowledge and Data Engineering. pp: 1-14 (2021) (SCI, TOP)
[3] Wensheng Gan, Jerry Chun-Wei Lin, Jiexiong Zhang, Hongzhi Yin, Philippe Fournier-Viger, Han-Chieh Chao, Philip S. Yu: Utility Mining Across Multi-Dimensional Sequences. ACM Transactions on Knowledge Discovery from Data 15(5): 82:1-82:24 (2021) (SCI, TOP)
[4] Wensheng Gan, Jerry Chun-Wei Lin, Philippe Fournier-Viger, Han-Chieh Chao, Philip S. Yu: Beyond Frequency: Utility Mining with Varied Item-specific Minimum Utility. ACM Transactions on Internet of Technology. 21(1): 3:1-3:32 (2021) (SCI, TOP)
[5] Wensheng Gan, Zilin Du, Weiping Ding, Chunkai Zhang, Han-Chieh Chao: Explainable Fuzzy Utility Mining on Sequences. IEEE Transactions on Fuzzy System. 29(12): 3620-3634 (2021) (SCI, TOP)
[6] Wensheng Gan, Jerry Chun-Wei Lin, Jiexiong Zhang, Philippe Fournier-Viger, Han-Chieh Chao, Philip S. Yu: Fast Utility Mining on Sequence Data. IEEE Transactions on Cybernetics. 51(2): 487-500 (2021) (SCI, TOP)
[7] Wensheng Gan, Jerry Chun-Wei Lin, Philippe Fournier-Viger, Han-Chieh Chao, Philip S. Yu: HUOPM: High-Utility Occupancy Pattern Mining. IEEE Transactions on Cybernetics. 50(3): 1195-1208 (2020) (SCI, TOP)
[8] Wensheng Gan, Jerry Chun-Wei Lin, Han-Chieh Chao, Philippe Fournier-Viger, Xuan Wang, Philip S. Yu: Utility-Driven Mining of Trend Information for Intelligent System. ACMTransactions on Management Information Systems. 11(3): 14:1-14:28 (2020) (SCI, JCR Q2)
[9] Wensheng Gan, Jerry Chun-Wei Lin, Jiexiong Zhang, Philip S. Yu: Utility Mining across Multi-Sequences with Individualized Thresholds. ACM Transactions on Data Science. 1(2): 8:1-8:29 (2020)
[10] Wensheng Gan, Jerry Chun-Wei Lin, Han-Chieh Chao, Athanasios V. Vasilakos, Philip S. Yu: Utility-Driven Data Analytics on Uncertain Data. IEEE System Journal. 14(3): 4442-4453 (2020) (SCI, JCR Q2)
详细的论文列表请参考DBLP主页
3) 近三年会议论文:
指导本科生、硕士生等发表会议论文20余篇，详细列表请参考DBLP主页
[1] Junhui Li硕士生, Wensheng Gan*, Yijie Gui, Yongdong Wu, Philip S. Yu: Frequent Itemset Mining with Local Differential Privacy. The 31st ACM International Conference on Information and Knowledge Management (CIKM ’22). pp 1146-1155, 2022 (EI, 数据挖掘领域Top会议)
[2] Yijie Gui硕士生, Wensheng Gan*, Yao Chen硕士生, Yongdong Wu: Mining with Rarity for Web Intelligence. WWW Conference (Companion), pp 973-98, 2022 (EI, 数据挖掘领域TOP会议)
[3] Zhaowen Yin硕士生, Wensheng Gan*, Gengsen Huang, Yongdong Wu, Philippe Fournier-Viger: Constraint-based Sequential Rule Mining. The 9th IEEE International Conference on Data Science and Advanced Analytics (DSAA’22). pp 1-10, 2022 (EI, 数据科学领域知名会议)
[4] Shicheng Wan硕士生, Wensheng Gan*, Gengsen Huang, Yongdong Wu, Philippe Fournier-Viger: Constraint-based Sequential Rule Mining. The 9th IEEE International Conference on Data Science and Advanced Analytics (DSAA’22). pp 1-10, 2022 (EI, 数据科学领域知名会议)
[5] Zhenqiang Ye 本科生, Shicheng Wan硕士生, Wensheng Gan*, Jiahui Chen, Linlin Tang: Fuzzy Utility Mining on Temporal Data. The 4th IEEE International Conference onData Intelligence and Security (ICDIS’22). pp 1-8, 2022 (EI, Best Student Paper最佳学生论文奖)