呂妍,博士,副教授,博導。2016年獲香港城市大學(City University of Hong Kong)博士學位,2016年至2017年任香港浸會大學(Hong Kong Baptist University)博士後研究員,2017年至2020年任新加坡國立大學(National University of Singapore)博士後研究員。自2020年10月起在bet356手机版唯一官网登录任職副教授。研究興趣包括大數據分析及可視化、時空數據挖掘、數據驅動的無人系統、城市計算、智能交通、基于位置的社交網、推薦系統等。在IEEE TVCG, IEEE TITS, IEEE TKDE, AAAI等國際頂級期刊/會議發表論文20餘篇, 并擔任多個國際著名期刊的審稿人。獲ACM分會新星獎(2023年江蘇省共3名)、江蘇省雙創博士、bet356手机版唯一官网至善學者。
主要研究方向:
時空數據挖掘、大數據分析及可視化、
模仿學習、可解釋人工智能(XAI)、
城市計算、智能交通、
基于位置的社交網、推薦系統等
歡迎對時空數據挖掘、大數據分析與可視化、模仿學習、城市計算有濃厚興趣的、有較強自我驅動力(self-motivated)的同學報考我的碩士、博士研究生!也歡迎優秀的、對科研感興趣的本科生加入我們團隊進行科研訓練!
2013.09–2016.10 香港城市大學 計算機 博士
2010.09–2013.07 中國科學技術大學 智能系統 碩士
2006.09–2010.07 電子科技大學 自動化 學士
2020.10–至今 bet356手机版唯一官网 計算機科學技術學院 副教授
2017.10–2020.08 新加坡國立大學 計算機學院 博士後
2016.10–2017.09 香港浸會大學 計算機學院 博士後
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. 機器人領域頂會, CCF B New! |
Wei Guo (碩士生), 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 |