吕妍，博士，副教授，博导。2016年获香港城市大学（City University of Hong Kong）博士学位，2016年至2017年任香港浸会大学（Hong Kong Baptist University）博士后研究员，2017年至2020年任新加坡国立大学（National University of Singapore）博士后研究员。自2020年10月起在东南大学计算机科学与工程学院任职副教授。研究兴趣包括大数据分析及可视化、时空数据挖掘、数据驱动的无人系统、城市计算、智能交通、基于位置的社交网、推荐系统等。在IEEE TVCG, IEEE TITS, IEEE TKDE, AAAI等国际顶级期刊/会议发表论文20余篇, 并担任多个国际著名期刊的审稿人。获ACM分会新星奖（2023年江苏省共3名）、江苏省双创博士、东南大学至善学者。
主要研究方向：
时空数据挖掘、大数据分析及可视化、
模仿学习、可解释人工智能（XAI）、
城市计算、智能交通、
基于位置的社交网、推荐系统等
欢迎对时空数据挖掘、大数据分析与可视化、模仿学习、城市计算有浓厚兴趣的、有较强自我驱动力（self-motivated）的同学报考我的硕士、博士研究生！也欢迎优秀的、对科研感兴趣的本科生加入我们团队进行科研训练！
2013.09–2016.10 香港城市大学 计算机 博士
2010.09–2013.07 中国科学技术大学 智能系统 硕士
2006.09–2010.07 电子科技大学 自动化 学士
2020.10–至今 东南大学 计算机科学技术学院 副教授
2017.10–2020.08 新加坡国立大学 计算机学院 博士后
2016.10–2017.09 香港浸会大学 计算机学院 博士后
Selected Publications：
Haoyang Chen (本科生), Peiyan Sun (本科生), Qiyuan Song (本科生), Wanyuan Wang, Weiwei Wu, Wencan Zhang, Guanyu Gao, Yan Lyu. “i-Rebalance: Personalized Vehicle Repositioning for Supply Demand Balance.” AAAI Conference on Artificial Intelligence (AAAI). 2024. CCF A New! |
Bo Lin (博士生), Yan Lyu, Dongxiao Li, Weiwei Wu. “SocialGAIL: Faithful Crowd Simulation for Social Robot Navigation.” IEEE International Conference on Robotics and Automation (ICRA). 2024. 机器人领域顶会, CCF B New! |
Wei Guo (硕士生), Yan Lyu, Weiwei Wu. “Examining and Explaining Individual Fairness in Dynamic Pricing.” IEEE 40th International Conference on Data Engineering (ICDE) Workshops. 2024. New! |
Yuhang Xu (博士生), Yan Lyu, Guangwei Xiong, Shuyu Wang, Weiwei Wu, and Helei Cui. “Adaptive Feature Fusion Networks for Origin-Destination Passenger Flow Prediction in Metro Systems.” IEEE Transactions on Intelligent Transportation Systems (IEEE TITS). 24.5(2023): 5296-5312. JCR Q1, CCF B, Impact Factor: 6.492 |
Shuyu Wang (博士生), Yan Lyu, Yuhang Xu, and Weiwei Wu. “MSCDP: Multi-step Crowd Density Predictor in Indoor Environment.” Neurocomputing. 544(2023): 126296. JCR Q1, Impact Factor: 6.0 |
Yan Lyu, Hangxin Lu, Min Kyung Lee, Gerhard Schmitt, and Brian Y. Lim. “IF-City: Intelligible Fair City Planning to Measure, Explain and Mitigate Inequality.” IEEE Transactions on Visualization and Computer Graphics (IEEE TVCG) . 2023. JCR Q1, CCF A, Impact Factor: 5.226 |
Yan Lyu, Fan Gao, I-Shuen Wu and Brian Y. Lim. “Imma Sort by two or more attributes with Interpretable Monotonic Multi-Attribute Sorting.” IEEE Transactions on Visualization and Computer Graphics (IEEE TVCG). 27.4(2021):82369-2384. JCR Q1, CCF A, Impact Factor: 5.226 |
Yan Lyu, Xu Liu, Hanyi Chen, Arpan Mangal, Kai Liu, Chao Chen and Brian Y. Lim. “OD Morphing: Balancing Simplicity with Faithfulness for OD Bundling.” IEEE Transactions on Visualization and Computer Graphics (IEEE TVCG). 26.1(2020):811-821. JCR Q1, CCF A, Impact Factor: 5.226 |
Yan Lyu, Victor C. S. Lee, Joseph K. Y. Ng, Kai Liu and Chao Chen. “Flexi-Sharing: A Flexible and Personalized Taxi-Sharing System.” IEEE Transactions on Vehicular Technology (IEEE TVT). 68.10 (2019): 9399-9413. JCR Q1, CCF B, Impact Factor: 5.339 |
Yan Lyu, Chi-Yin Chow, Ran Wang, and Victor C. S. Lee. “iMCRec: A Multi-Criteria Framework for Personalized Point-of-Interest Recommendations.” Information Sciences 483 (2019): 294-312. JCR Q1, CCF B, Impact Factor: 5.524 |
Yan Lyu, Chi-Yin Chow, Victor C. S. Lee, Joseph K. Y. Ng, Yanhua Li and Jia Zeng. “CB-Planner: A Bus Line Planning Framework for Customized Bus Systems.” Transportation Research Part C: Emerging Technologies 101 (2019): 233-253.JCR Q1, Impact Factor: 5.775 |
Yan Lyu, Victor C. S. Lee, Chi-Yin Chow, Joseph K. Y. Ng, Yanhua Li and Jia Zeng. “R-Sharing: Rendezvous for Personalized Taxi Sharing.” IEEE Access 6 (2018): 5023-5036. JCR Q1, Impact Factor: 4.098 |
Ran Wang, Chi-Yin Chow, Yan Lyu, Victor C. S. Lee, Sam Kwong, Yanhua Li, and Jia Zeng. “TaxiRec: Recommending Road Clusters to Taxi Drivers Using Ranking-based Extreme Learning Machines.” IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE) 30.3 (2017): 585-598.JCR Q1, CCF A, Impact Factor: 3.857 |
Ran Wang, Chi-Yin Chow, Yan Lyu, Victor C. S. Lee, Sarana Nutanong, Yanhua Li and Mingxuan Yuan. “Exploring Cell Tower Data Dumps for Supervised Learning-based Point-of-Interest Prediction.” GeoInformatica, 20.2 (2016): 327- 349. JCR Q2, CCF B, Impact Factor: 1.317 |
Yan Lyu, Chi-Yin Chow, Victor C. S. Lee, Yanhua Li and Jia Zeng. “T2CBS: Mining Taxi Trajectories for Customized Bus Systems.” Proceedings of IEEE INFOCOM Workshop on Smart Cities and Urban Computing, 2016. |
Yan Lyu, Chi-Yin Chow, Ran Wang and Victor C. S. Lee. “Using Multi-Criteria Decision Making for Personalized Point-of-Interest Recommendations.” Proceedings of ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems(ACM SIGSPATIAL), 2014.Poster |
Ran Wang, Chi-Yin Chow, Yan Lyu, Victor C. S. Lee, Sam Kwong, Yanhua Li, and Jia Zeng. “TaxiRec: Recommending Road Clusters to Taxi Drivers using Ranking-based Extreme Leaning Machines.” Proceedings of ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL), 2015. Poster |
Ran Wang, Chi-Yin Chow, Sarana Nutanong, Yan Lyu and Victor C. S. Lee. “Exploring Cell Tower Data Dumps for Supervised Learning-based Point-of-Interest Prediction.” Proceedings of ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems(ACM SIGSPATIAL), 2014.Poster |
