呂妍
職稱:副高
所在院系:計算機工程系
研究方向:時空數據挖掘、大數據分析及可視化、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
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郵箱:lvyanly@seu.edu.cn
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個人簡介

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。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。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。

研究方向

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! 

教育經曆

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

工作經曆

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


科研項目
論文著作

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): 5296-5312JCR 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): 126296JCR 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

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