基本情况
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姓 名： |
王楠 |
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职 务： |
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职 称： |
讲师 |
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学 历： |
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学 位： |
博士 |
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通信地址： |
北京市海淀区北京交通大学 逸夫科技楼西811 |
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邮 编： |
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办公电话： |
010-51683811 |
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电子邮箱： |
教育背景
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2012 - 2016 哈尔滨工业大学 学士 2016 - 2021 清华大学 博士
欢迎2025年秋季入学有意向申请硕士研究生的同学邮件联系，研究方向包括异常分析、恶意攻击检测、数据挖掘、机器学习等~
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工作经历
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2021 - 至今 北京交通大学软件学院 讲师 |
研究方向
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招生专业
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科研项目
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符号计算与知识工程教育部重点实验室开放项目：针对攻击行为的持续跟随智能检测技术，2024-2025，主持 先进密码技术与系统安全四川省重点实验室开放课题：基于长期特征挖掘的恶意攻击检测，2023-2025，主持 CCF-绿盟科技“鲲鹏”基金项目:基于溯源图的潜在APT攻击跟踪检测研究, 2023-2024，主持
国家自然科学基金"青年基金": 工业场景下的异常数据检测及溯源, 2023-2025，主持
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教学工作
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大数据概论（本科生） 软件测试与质量保证（本科生） 软件构造原理（研究生）
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论文/期刊
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• Fan Xu, Nan Wang*, Hao Wu, Xuezhi Wen, Xibin Zhao, Hai Wan, Revisiting Graph Neural Network-based Fraud Detection in Sight of Heterophily and Spectrum. In: Proceedings of the 38th AAAI Conference on Artificial Intelligence (AAAI'24), 2024.(CCF A类会议)
• Fan Xu, Qinxin Zhao, Xiaoxiao Liu, Nan Wang*, Meiqi Gao, Xuezhi Wen, Dalin Zhang, Advanced Persistent Threat Detection via Mining Long-Term Features in Provenance Graphs. In: Front.Comput.Sci., 2024.(CCF B类期刊)
• Xuezhi Wen, Meigi Gao, Nan Wang*, Jiahui Ma, Dalin Zhang, Xibin Zhao, Jigiang Liu, Fairness based on anomaly score and adaptive weight in network attack detection, In: Information Sciences, 2024. (IF=8.233，SCI 一区期刊)
• Fan Xu, Nan Wang*, Xibin Zhao, Exploring Global and Local Information for Anomaly Detection with Normal Samples. In: Proceedings of the 2023 IEEE Conference on Systems, Man, and Cybernetics(SMC'23) ，2023. (CCF C类会议) • Nan Wang, Yubo Zhang, Xibin Zhao, Yingli Zheng, Hao Fan, Boya Zhou, Yue Gao, Search-Based Cost-Sensitive Hypergraph Learning for Anomaly Detection. In: Information Sciences, 2022. (IF=8.233，SCI 一区期刊) • Nan Wang, Ruozhou Liang, Xibin Zhao, Yue Gao, Cost-Sensitive Hypergraph Learning with F-measure Optimization. In: IEEE Transactions on Cybernetics, 2021. (IF=19.118，SCI 一区期刊)• Nan Wang, Zizhao Zhang, Xibin Zhao, Quan Miao, Rongrong Ji, Yue Gao, Exploring High-Order Correlations for Industry Anomaly Detection. In: IEEE Transactions on Industrial Electronics, 2019. (IF=8.162，SCI 一区期刊) • Nan Wang, Xibin Zhao, Yu Jiang, Yue Gao, Iterative Metric Learning for Imbalance Data Classification. In: Proceedings of the 27th International Joint Conference on Artificial Intelligence (IJCAI'18) , 2018.(CCF A类会议) • Xibin Zhao, Nan Wang, Heyuan Shi, Hai Wan, Jin Huang, Yue Gao, Hypergraph Learning With Cost Interval Optimization. In: Proceedings of the 32nd AAAI Conference on Artificial Intelligence (AAAI'18) , 2018.（CCF A类会议) • Xibin Zhao, Nan Wang, Yubo Zhang, Shaoyi Du, Yue Gao, Jiaguang Sun, Beyond Pairwise Matching: Person Reidentification via High-Order Relevance Learning. In: IEEE Transactions on Neural Networks and Learning Systems, 2017. (IF=14.255，SCI 一区期刊) • Dalin Zhang, Yi Xu, Yunjuan Peng, Chenyue Du, Nan Wang, Mincong Tang, Lingyun Lu, Jiqiang Liu, An Interpretable Station Delay Prediction Model Based on Graph Community Neural Network and Time-Series Fuzzy Decision Tree. In: IEEE Transactions on Fuzzy Systems，2023.(IF=11.9，SCI 一区期刊) • 张大林, 张哲玮, 王楠, 刘吉强. AutoUnit:基于主动学习和预测引导的测试自动生成[J]. In: 计算机科学, 2022.(CCF B类期刊) • Yubo Zhang, Nan Wang, Yufeng Chen, Changqing Zou, Hai Wan, Xibin Zhao, Yue Gao, Hypergraph Label Propagation Network. In: Proceedings of the 34th AAAI conference on Artificial Intelligence (AAAI'20), 2020.(CCF A类会议)
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专利
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王楠，温学智，张大林：一种基于溯源图和自注意力机制的APT攻击检测方法，202211500772.2，2022.11 |
获奖与荣誉
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2024年 入选 北京交通大学优秀主讲教师 2023年 入选 “北京市科协青年人才托举工程” |
社会兼职
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Session Chair: IEEE ICPADS'23 |