Xiaolei Ma
Peer-reviewed Journal Publications (Accepted)
  1. Xiaolei Ma, Yao-Jan Wu, and Yinhai Wang, 2011. DRIVE Net: An E-Science of Transportation Platform for Data Sharing, Visualization, Modeling, and Analysis. Transportation Research Record: Journal of the Transportation Research Board. 2215: 37-49. (link)

  2. Xiaolei Ma, Edward McCormack and Yinhai Wang, 2011. Processing Commercial Global Positioning System Data to Develop a Web-Based Truck Performance Measures Program. Transportation Research Record: Journal of the Transportation Research Board. 2246: 92-100. (link)

  3. Xiaolei Ma, Yao-Jan Wu, Yinhai Wang, Feng Chen and Jianfeng Liu, 2013. Mining Smart Card Data for Transit Riders' Travel Patterns. Transportation Research Part C: Emerging Technologies, 36:1-12. (link)

  4. Xiaolei Ma, Yinhai Wang, Feng Chen and Jianfeng Liu, 2012. Transit Smart Card Data Mining for Passenger Origin Information Extraction. Frontiers of Information Technology & Electronic Engineering, 13(10):750-760. (link)

  5. Xiaolei Ma and Yinhai Wang, 2014. Development of A Data-driven Platform for Transit Performance Measures Using Smart Card Data and GPS Data. Journal of Transportation Engineering, 140(12):04014063. (link)

  6. Xiaolei Ma, Haiyang Yu, Yunpeng Wang and Yinhai Wang, 2015. Large-scale Transportation Network Congestion Evolution Prediction Using Deep Learning Theory. PLOS ONE, 10(3): e0119044. (link)

  7. Xiaolei Ma, Zhimin Tao, Yinhai Wang, Haiyang Yu and Yunpeng Wang, 2015. Long Short-term Memory Neural Network for Traffic Speed Prediction Using Remote Microwave Sensor Data. Transportation Research Part C: Emerging Technologies, 54:187-197. (link)

  8. Xiaolei Ma, Yong Wang, Edward McCormack, and Yinhai Wang, 2016. Understanding Freight Trip Chaining Behavior Using Spatial Data Mining Approach with GPS Data. Transportation Research Record: Journal of the Transportation Research Board, 2596:44-54. (link)

  9. Xiaolei Ma, Chuan Ding, Sen Luan, Yong Wang, Yunpeng Wang, 2017. Prioritizing influential factors for freeway incident clearance time prediction using gradient boosting decision trees method. IEEE Transactions on Intelligent Transportation Systems, 18(9):2303-2310.

  10. Xiaolei Ma, Congcong Liu, Yunpeng Wang, Huimin Wen, Yao-Jan Wu, 2017. Understanding Commuting Patterns Using Transit Smart Card Data. Journal of Transport Geography, 58:135-145. (link)

  11. Xiaolei Ma, Zhuang Dai, Zhengbing He, Jihui Ma, Yong Wang, Yunpeng Wang, 2017. Learning Traffic as Images: A Deep Convolution Neural Network for Large-scale Transportation Network Speed Prediction. Sensors, 17,818.

  12. Xiaolei Ma, Guohui Zhang, Cathy Liu, 2017. Data-Driven Urban Mobility Modeling and Analysis (Editorial). Journal of Advanced Transportation.  Article ID: 8679827. (link)

  13. Xiaolei Ma, Xi Chen, Chuan Ding, Yinhai Wang, 2018. Sustainable Station-level Planning: An Integrated Transport and Land Use Design Model for Transit-oriented Development. Journal of Cleaner Production, 170(1):1052-1063.  

  14. Xiaolei Ma, Sen Luan, Bowen Du, Bin Yu, 2017. Spatial Copula Model for Imputing Traffic Flow Data from Remote Microwave Sensors. Sensors, 17(10), 2160.

  15. Xiaolei Ma, Shuo Sun, Xiaoyue Liu, Chuan Ding, Zhuo Chen, Yunpeng Wang, 2018. A Time-Varying Parameters Vector Auto-Regression (TVP-VAR) Model to Disentangle the Time Varying Effects between Drivers’ Responses and Tolling on High Occupancy Toll (HOT) Facilities. Transportation Research Part C: Emerging Technologies, 88:208-226.

  16. Xiaolei Ma, Jiyu Zhang, Chuan Ding, Yunpeng Wang, 2018. A Geographically and Temporally Weighted Regression Model to Explore the Spatiotemporal Influence of Built Environment on Transit Ridership. Computer, Environment and Urban Systems. 70:113-124.

  17. Xiaolei Ma, Sen Luan, Chuan Ding, Haode Liu, Yunpeng Wang, 2018. Spatial Interpolation of Missing Annual Average Daily Traffic Data Using Copula-based Model. IEEE Intelligent Transportation Systems Magazine. In Press.

  18. Zhuang Dai, Xiaolei Ma*, Xi Chen, 2018. Bus Travel Time Modelling using GPS Probe and Smart Card Data: A Probabilistic Approach Considering Link Travel Time and Station Dwell Time. Journal of Intelligent Transportation Systems: Technology, Planning, and Operations. In Press.

  19. Haiyang Yu, Shuai Yang, Zhihai Wu, Xiaolei Ma*, 2018. Vehicle Trajectory Reconstruction from Automatic License Plate Reader Data. International Journal of Distributed Sensor Networks, 14(2):1-13.

  20. Yang Li, Xudong Wang, Shuo Sun, Xiaolei Ma*, 2017. Forecasting Short-term Subway Passenger Flow under Special Events Scenarios using Multiscale Radial Basis Function Networks. Transportation Research Part C: Emerging Technologies, 77:306-328. (link)

  21. Haiyang Yu, Zhihai Wu, Dongwei Chen, Xiaolei Ma*, 2017. Probabilistic Prediction of Bus Headway Using Relevance Vector Machine Regression. IEEE Transactions on Intelligent Transportation Systems. 18(7):1772-1781. (link)

  22. Haiyang Yu, Dongwei Chen, Zhihai Wu, Xiaolei Ma*, Yunpeng Wang, 2016. Headway-based Bus Bunching Prediction Using Transit Smart Card Data. Transportation Research Part C: Emerging Technologies,  72:45-49. (link)

  23. Chuan Ding, Donggen, Wang, Xiaolei Ma*, Haiying Li, 2016. Predicting short-term Subway ridership and prioritizing its influential factors using gradient boosting decision trees. Sustainability, 8(11),1100. (link)

  24. Chuan Ding, Xiaolei Ma*, Yinhai Wang, Yunpeng Wang, 2015. Exploring the influential factors in incident clearance time: disentangling causation from self-selection bias. Accident Analysis and Prevention, 85:58-65. (link)

  25. Haiyang Yu, Zhihai Wu, Shuqin Wang, Yunpeng Wang and Xiaolei Ma*, 2017. Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks. Sensors, 17:1501.

  26. Yong Wang, Xiaolei Ma*, Mingwu Liu, Ke Gnog, Yong Liu, Maozeng Xu, Yinhai Wang, 2017. Cooperation and Profit Allocation in Two-echelon Logistics Joint Distribution Network Optimization. Applied Soft Computing, 56:143-157. (link)

  27. Yong Wang, Xiaolei Ma*, Zhibin Li, Yong Liu, Maozeng Xu, Yinhai Wang, 2017. Profit Allocation in Collaborative Multiple Centers Vehicle Routing Problem. Journal of Cleaner Production, 144:203-219.(link)

  28. Yong Wang, Xiaolei Ma*, Yunteng Lao, Yinhai Wang, 2014. A Fuzzy-based Customer Clustering Approach with Hierarchical Structure for Logistics Network Optimization. Expert Systems with Applications, 41(2):521-534. (link) (Highlighted in Advances in Engineering)

  29. Yong Wang, Xiaolei Ma*, Maozeng Xu, Yong Liu, Yinhai Wang, 2015. Two-echelon logistics distribution region partitioning problem based on a hybrid particle swarm optimization-genetic algorithm. Expert Systems with Applications, 42(12): 5019-5031. (link)

  30. Yong Wang, Xiaolei Ma*, Maozeng Xu, Yinhai Wang, Yong Liu. 2015. Vehicle Routing Problem based on A Fuzzy Customer Clustering Approach for Logistics Network Optimization. Journal of Intelligent&Fuzzy Systems, 29: 1427-1442. (link)

  31. Yong Wang, Xiaolei Ma*, Maozeng Xu, Likun Wang, Yinhai Wang and Yong Liu, 2015. A Methodology to Exploit Allocation in Logistics Joint Distribution Network Optimization. Mathematical Problems in Engineering, 15, Article ID 827021. (link)

  32. Yong Wang, Xiaolei Ma*, Yinhai Wang, Haijun Mao and Yong Zhang, 2012. Location Optimization of Multiple Distribution Centers Under Fuzzy Environment. Journal of Zhejiang University Science A, 13(10):782-798. (link)

  33. Yong Wang, Xiaolei Ma*, Yong Liu, Ke Gong, Kristian C. Henrickson, Maozeng Xu, Yinhai Wang, 2016. A Two-Stage Algorithm for Origin-Destination Matrices Estimation Considering Dynamic Dispersion Parameter for Route Choice. PLOS ONE, 11(1):e0146850. (link)

  34. Yong Wang, Xiaolei Ma*, Yunteng Lao, Haiyan Yu and Yong Liu, 2014. A Two-stage Heuristic Method for Vehicle Routing Problem with Split Deliveries and Pickups, Frontiers of Information Technology & Electronic Engineering, 15(3):200-210. (link)

  35. Guohui Zhang, Xiaolei Ma, Yinhai Wang, 2013. Self-Adaptive Tolling Strategy for Enhanced High Occupancy Toll Lane Operations. IEEE Transactions on Intelligent Transportation Systems, Vol. 15, Issue 1, pp.306-317. (link)

  36. Jianyang Zheng, Xiaolei Ma, Yao-Jan Wu and Yinhai Wang, 2013. Measuring Signalized Intersection Performances in Real Time with Traffic Sensors. Journal of Intelligent Transportation Systems: Technology, Planning, and Operations, 17(4): 304-316. (link)

  37. Yong Wang, Xiaolei Ma, Yunteng Lao, Yinhai Wang and Haijun Mao, 2013. Vehicle Routing Problem: Simultaneous Deliveries and Pickups with Split Loads and Time Windows. Transportation Research Record: Journal of the Transportation Research Board, 2378:120-128. (link)

  38. Yao-Jan Wu, Shi An, Xiaolei Ma, and Yinhai Wang, 2011. Development of a Web-based Analysis System for Real-time Decision Support on Arterial Networks. Transportation Research Record: Journal of the Transportation Research Board. 2215:24-36. (link)

  39. Runze Yu, Yunteng Lao, Xiaolei Ma, Yinhai Wang, 2014. Short-Term Traffic Flow Forecasting for Freeway Incident Induced Delays. Journal of Intelligent Transportation Systems: Technology, Planning, and Operations, 18(3):254-263. (link)

  40. Chuan Ding, Jia Hu, Xiaolei Ma, 2017. Sensors in Connected Vehicle Technology: How Sensors Play a Critical Role (Editorial). Journal of Sensors, Article ID 8241932.

  41. Yong Wang, Kevin Assogba, Yong Liu, Xiaolei Ma, Maozeng Xu, Yinhai Wang, 2018. Two-echelon Location-routing Optimization with Time Windows Based on Customer Clustering. Expert Systems With Applications, in press.

  42. 马晓磊,孙硕,丁川,王云鹏, 2018. 基于TVP-VAR模型的多模式交通需求耦合分析, 北京航空航天大学学报. 44(1): 18-26.  

  43. 马晓磊,张继宇,刘剑锋,王江锋,李金海,2017. 地铁站点客流特征与土地利用关系研究.都市快轨交通. 30(6):33-38.

  44. 马晓磊,刘从从,刘剑锋,陈锋,于海洋, 2015. 基于公交IC卡数据的上车站点推算研究. 交通运输系统工程与信息. 15(4):78-84. (link)

  45. 马晓磊,2016. 面向案例式及国际化教学的智能交通课程改革.教育教学论坛. 41: 87-89.

  46. 陈聪,张国惠,马晓磊,王印海, 2016. 利用大数据挖掘和知识发现技术辅助智慧城市发展. 大数据. 3:39-48. (link)

  47. 李琪琳,鹿应荣,丁川,马晓磊,2016. 城市建成环境对出租车出行需求影响研究—基于空间溢出效应的分析. 交通运输系统工程与信息. 16(5): 39-44.

  48. 张芷毓,鹿应荣,马晓磊*,丁川,2017. 基于OBD数据的危险驾驶行为与建成环境空间关联研究.交通信息与安全. 1(35):35-43.

  49. 段金肖. 丁川,鹿应荣,马晓磊,2017. 考虑动态波动性的轨道交通站点短时客流预测.交通信息与安全. 5(35):62-69.  

* corresponding author


Books/Book Chapters
  1. Xiaolei Ma and Yinhai Wang, 2015. Transit Passenger Origin Inference Using Smart Card Data and GPS Data. Harold L. Capri(Ed.). Data Mining: Principles, Applications and Emerging Challenges. Nova Science Publishers, Inc. New York, USA.

  2. Xiaolei Ma, Jiyu Zhang, Chuan Ding, 2018. Analyzing the spatial and temporal characteristics of subway passenger flow based on smart card data. Satish V. Ukkusuri and Chao Yang (Ed.). Transportation Analytics in the Era of Big Data. Springer, Heidelberg.

  3. 马晓磊, 丁川, 于海洋,刘剑锋, 2017. 公共交通大数据挖掘与分析, 人民交通出版社.

Selected Conference Publications
  1. Yunpeng Wang, Guohao Yin, Xiaolei Ma*. Understanding Drivers’ Travel Behaviors through Vehicle On-board Diagnostic Data Using Multi-dimensional Discrete Hidden Markov Model. CICTP 2017,Jul 7 , 2017 - Jul 9 , 2017, Shanghai, China

  2. Ying Xiong, Guangquan Lu, Xiaolei Ma, Haode Liu, Xianglong Liu. Exploring temporal characteristics of bus trips in Tian’anmen area using smart card data. CICTP 2017,Jul 7 , 2017 - Jul 9 , 2017, Shanghai, China

  3. Jianfeng Liu, Xiaolei Ma*, Congcong Liu, Yinhai Wang, Jing Wang, Temporal Distribution Analysis of Beijing Subway Ridership, CICTP 2016: pp. 637-647. (Best Paper Award)

  4. Xiaolei Ma, Yinhai Wang and Yong Wang, Development of Data-Driven Platform for Transit Performance Measures Using Smart Card Data and GPS Data,  the 93rd Annual Meeting of the Transportation Research Board, Washington, D.C., Jan. 2014.

  5. Xiaolei Ma, Yao-Jan Wu, Feng Chen, Jianfeng Liu and Yinhai Wang, Mining Smart Card Data for Transit Riders' Travel Patterns, the 92nd Annual Meeting of the Transportation Research Board, Washington, D.C., Jan. 2013.

  6. Xiaolei Ma, Runze Yu, Yinhai Wang, Developing a Regional Map-Based Platform for Spatial and Temporal Assessment of Traffic Emission Inventory, Proceedings of COTA International Conference of Transportation Professionals (CICTP). pp.3388-3398. Aug. 2012.

  7. Runze Yu, Yunteng Lao, Xiaolei Ma, Yinhai Wang, Short-Term Traffic Flow Forecasting for Improved Estimates of Freeway Incident Induced Delays. The 90th Annual Meeting of the Transportation Research Board, Washington, D.C., Jan. 2011.

  8. Xiaolei Ma, Edward McCormack. Using Truck Fleet Management GPS Data to Develop the Foundation for a Performance Measures Program. The 89th Annual Meeting of the Transportation Research Board, Washington, D.C., Jan. 2010.

  9. Xiaolei Ma, Guohui Zhang, Jonathan Corey, Yinhai Wang, A Pitfall to Avoid When Issuing Transit Signal Priority Treatments under Coordinated Control Strategies, Proceedings of the 10th International Conference of Chinese Transportation Professionals (the 10th ICCTP). vol.382, pp.1620-1631 Aug. 2010. (NACOTA Publication Fellowship)

  10. Chaofan Bi, Xiaolei Ma, Yingying Zhang and Yinhai Wang, Developing A Cluster-based Algorithm for Collision Hotspot Identification. CICTP 2014: pp. 2381-2395.

  11. Jianyang Zheng, Xiaolei Ma, Yinhai Wang, Ping Yi, Measuring Signalized Intersection Performances in Real-Time with Traffic Sensors. The 88th Annual Meeting of the Transportation Research Board, Washington, D.C., Jan. 2009.


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