Publications

1. [SDM'19] Menghai Pan, Yanhua Li, Xun Zhou, Zhenming Liu, Rui Song, Hui Lu, Jun Luo,
   Dissecting the Learning Curve of Taxi Drivers: A Data-Driven Approach.[ PDF][ Slides][ Website]
   SIAM International Conference on Data Mining (SDM19), Hyatt Regency Calgary | Calgary, Alberta, Canada, May 2 - 4, 2019. (90/397=22.7% Acceptance Ratio)
   (SDM'19 Best Applied Data Science Paper Award!)


2. [KDD'20] Huimin Ren, Menghai Pan (co-first author), Yanhua Li, Xun Zhou, Jun Luo,
   ST-SiameseNet: Spatio-Temporal Siamese Networks for Human Mobility Signature Identification.[ To be available soon.]
   the 26th SIGKDD conference on Knowledge Discovery and Data Mining, San Diego, CA, August 23 - 27, 2020, (16.8% Acceptance Ratio=216/1279)
   


3. [KDD'20] Menghai Pan, Weixiao Huang, Yanhua Li, Xun Zhou, Jun Luo,
   xGAIL: Explainable Generative Adversarial Imitation Learning for Explainable Human Decision Analysis.[ To be available soon.]
   the 26th SIGKDD conference on Knowledge Discovery and Data Mining, San Diego, CA, August 23 - 27, 2020, (16.8% Acceptance Ratio=216/1279)
   


4. [TIST] Menghai Pan, Weixiao Huang, Yanhua Li, Xun Zhou, Zhenming Liu, Rui Song, Hui Lu, Zhihong Tian, and Jun Luo.
   DHPA: Dynamic Human Preference Analytics Framework --- A Case Study on Taxi Drivers' Learning Curve Analysis.
   ACM Transactions on Intelligent Systems and Technology (TIST).


5. [SIGSPATIAL'20] Menghai Pan, Weixiao Huang, Yanhua Li, Xun Zhou, Zhenming Liu, Jie Bao, Yu Zheng, and Jun Luo,
   Is Reinforcement Learning the Choice of Human Learners? A Case Study of Taxi Drivers. 28th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL 2020), Virtual Conference, Tuesday November 3 - Friday November 6, 2020, (22.1% Acceptance Ratio=33/149).}
   


6. [TBD] Menghai Pan, Yanhua Li, Zhi-Li Zhang, and Jun Luo.
   SCCS: Smart Cloud Commuting System with Shared Autonomous Vehicles.
   IEEE Transactions on Big Data


7. [SmartCity'17] Menghai Pan, Guanxiong Liu, Yanhua Li, Zhi-Li Zhang, and Jun Luo.
   Modeling Urban Trip Demands in Cloud-Commuting System: A Holistic Approach.
   SmartCity'17: The 3rd IEEE INFOCOM Workshop on Smart Cities and Urban Computing, May 1-4 2017, Atlanta, GA, USA..


8. [Urbcomp'18] Menghai Pan, Taihui Li, Yanhua Li, Zhi-Li Zhang, and Jun Luo.
   Smart Cloud Commuting with Shared Autonomous Vehicles: A First Feasibility Study.
   Urbcomp'18: The 7th International Workshop on Urban Computing, August 20, 2018, London, UK. (Held in conjunction with ACM SIGKDD 2018).