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轨迹流的聚类与异常检测
Jiali Mao, Qiuge Song, Cheqing Jin, Zhigang Zhang, Aoying Zhou. Online Clustering of Streaming Trajectories, Front Comput Sci, 2018(12):245-263.
毛嘉莉, 陈鹤, 宋秋革, 金澈清, 周傲英. 基于滑动窗口的分布式轨迹流聚类, 计算机学报,2018,41(9):2120-2133.
Jiali Mao, Qiuge Song, Cheqing Jin, Zhigang Zhang, Aoying Zhou. TSCluWin: Trajectory stream clustering over sliding window, DASFAA (2) 2016: 133-148.
Jiali Mao, Cheqing Jin, Xiaoling Wang, Aoying Zhou. Challenges and Issues in Trajectory Streams Clustering upon a Sliding-window Model, IEEE WISA 2015: 303-308.
Jiali Mao, Tao Wang, Cheqing Jin, Aoying Zhou. Feature Grouping-based Outlier Detection upon Streaming Trajectories, Transactions on Knowledge and Data Engineering, 2017(12):2696-2709.
Jiali Mao, Jiaye Liu, Cheqing Jin, Aoying Zhou: Feature Grouping-based Trajectory Outlier Detection over Distributed Streams. ACM Trans. Intell. Syst. Technol. 12(2): 22:1-22:23 (2021)
毛嘉莉, 金澈清, 章志刚, 周傲英. 轨迹大数据异常检测: 研究进展及系统框架, 软件学报,2017,28(1):17-34.
Jiali Mao, Pengda Sun, Cheqing Jin, Aoying Zhou. Outlier Detection over Distributed Trajectory Streams, SDM 2018: 64-72.
Minxi Li, Jiali Mao *, Xiaodong Qi, Cheqing Jin. A framework for cloned vehicle detection. Frontiers Comput. Sci. 14(5): 145609 (2020).
Minxi Li, Jiali Mao *, Xiaodong Qi, Peisen Yuan, Cheqing Jin. Cloned Vehicle Behavior Analysis Framework. APWeb/WAIM (2) 2018: 223-231
基于轨迹的地图更新
Tao Wang, Jiali Mao, Cheqing Jin. HyMU: A Hybrid Map Updating Framework, DASFAA (2) 2017: 19-33.
Min Pu, Jiali Mao *, YunTao Du, Yibin Shen, Cheqing Jin. Road Intersection Detection Based on Direction Ratio Statistics Analysis. MDM 2019: 288-297
Qiuge Song, Jiali Mao, Cheqing Jin. Discovering Underground Roads from Trajectories without Road Network, WAIM (1) 2016: 137-150.
Lisheng Zhao, Jiali Mao *, Min Pu, Guoping Liu, Cheqing Jin, Weining Qian, Aoying Zhou, Xiang Wen, Runbo Hu, Hua Chai: Automatic Calibration of Road Intersection Topology using Trajectories. ICDE 2020: 1633-1644
Shengcheng Cai, Tao Wu, Jiali Mao *, Cheqing Jin. Road Closure Detection based upon Multi-feature Fusion. SIGSPATIAL/GIS 2021: 354-364
毛嘉莉*,吴涛,李思佳,郭烨,周傲英,金澈清,钱卫宁. 数据驱动的大宗物流地图构建:架构及进展. 软件学报. 2022,34(1):421-443.
Wenyi Shen, Wenyu Wu, Jiali Mao *, et.al. SAMI: A Shape-Aware Cycling Map Inference Framework for Designated Driving Service. ICDE 2023: 3269-3281
Wenyu Wu, Wenyi Shen, Jiali Mao *, et.al. PICT: Precision-enhanced Road Intersection Recognition using Cycling Trajectories. ECML/PKDD (7) 2023: 157-173.
时空数据的管理与分析
Zhigang Zhang, Jiali Mao, Cheqing Jin, Aoying Zhou. MDTK: Bandwidth-saving Framework for Distributed Top-k Similar Trajectory Query, DASFAA (1) 2018: 613-629
Jiaye Liu, Jiali Mao *, YunTao Du, Lishen Zhao, Zhao Zhang. Dynamic Bus Route Adjustment Based on Hot Bus Stop Pair Extraction. DASFAA (3) 2019: 562-566
Yilian Xin, Jiali Mao *, Simin Yu, Minxi Li, Cheqing Jin. Bus Stop Refinement Based on Hot Spot Extraction. DASFAA (3) 2019: 571-575
Zhigang Zhang, Yilin Wang, Jiali Mao, Shaojie Qiao, Cheqing Jin, Aoying Zhou. DT-KST: Distributed Top-k Similarity Query on Big Trajectory Streams. DASFAA (1) 2017: 199-214.
Zhigang Zhang, Cheqing Jin, Jiali Mao, Xiaolin Yang, Aoying Zhou. TrajSpark: A Scalable and Efficient In-Memory Management System for Big Trajectory Data. APWeb/WAIM (1) 2017: 11-26.
Zhigang Zhang, Xiaodong Qi, Yilin Wang, Cheqing Jin, Jiali Mao *, Aoying Zhou. Distributed top-k similarity query on big trajectory streams. Frontiers Comput. Sci. 13(3): 647-664 (2019)
Rongtao Qian, Tao Zou, Jiali Mao *, Kaixuan Zhu: Multi-source Logistics Data Management Architecture. WISE 2022: 641-649
施晋,毛嘉莉*,金澈清. 时空依赖的城市道路旅行时间预测. 软件学报. 2019,30(3):770-783.
武朝阳,毛嘉莉*. 基于神经网络的行驶时长预测. 华东师范大学学报(自然科学版). 2023,3(2):106-118.
吴涛,毛嘉莉*,谢青成,杨艳秋,王锦. 基于实时路况的top-k载客热门区域推荐. 华东师范大学学报(自然科学版). 2017,5(9):186-200.
谢青成,毛嘉莉*,刘婷. 城市共享单车的动态调度策略. 华东师范大学学报(自然科学版). 2019,6(11):88-102.
数据驱动的物流决策优化
Jiaye Liu, Jiali Mao *, Jiajun Liao, Huiqi Hu, Ye Guo, Aoying Zhou. SCLPD: Smart Cargo Loading Plan Decision Framework, ICDE 2020: 1758-1761
Jiaye Liu, Jiali Mao *, Jiajun Liao, Yuanhang Ma, Ye Guo, Huiqi Hu, Aoying Zhou, Cheqing Jin. Adaptive Loading Plan Decision based upon Limited Transport Capacity. DASFAA (3) 2020: 685-697
Wei Zhao, Jiali Mao *, Shengcheng Cai, Peng Cai, Dai Sun, Cheqing Jin, Ye Guo. WTPST: Waiting Time Prediction for Steel Logistical Queuing Trucks. DASFAA (3) 2020: 790-794
Xingyi Lv, Wei Zhao, Jiali Mao *, Ye Guo, Aoying Zhou: AMBD: Attention Based Multi-Block Deep Learning Model for Warehouse Dwell Time Prediction. WISE (2) 2021: 50-66
Chong Feng, Jiajun Liao, Jiali Mao *, Jiaye Liu, Ye Guo, Weining Qian: Dynamic Vehicle-Cargo Matching Based on Adaptive Time Windows. APWeb/WAIM (1) 2022: 296-312
Kaixuan Zhu, Tao Wu, Wenyi Shen, Jiali Mao *, Yue Shi: TDCT: Transport Destination Calibration Based on Waybill Trajectories of Trucks. APWeb/WAIM (3) 2022: 435-440
Tao Wu, Kaixuan Zhu, Jiali Mao *, et.al. TDCM: Transport Destination Calibrating based on Multi-task Learning. ECML/PKDD (7) 2023: 276-292.
Wei Zhao, Yingzi Shen, Jiali Mao *, et.al. MGCP:A Multi-View Diffusing Graphs based Traffic Congestion Prediction for Roads around Factory. ADMA 2023
Wei Zhao, Jiali Mao *, et.al. Multi-Source Domain Adaptation Enhanced Warehouse Dwell Time Prediction. TKDE 2024, accepted
Tao Wu, Jiali Mao *, Yifan Zhu, Kaixuan Zhu, Aoying Zhou. Multi-View Context Awareness based Transport Stay Hotspot Recognization. World Wide Web, 2024, accepted
Miaomiao Yang, Tao Wu, Jiali Mao *, et.al. Attention Mechanism based Multi-Task Learning Framework for Transportation Time Prediction. PAKDD 2024. accepted
苗晓变,廖家俊,梅华杰,冯冲,毛嘉莉*. 基于自注意力机制的钢铁物流运力预测. 华东师范大学学报(自然科学版). 2022,9(5):165-183.
邹韬,钱荣涛,毛嘉莉*. 基于钢铁物流数据的索引与查询技术研究. 华东师范大学学报(自然科学版). 2022,9(5):195-207.
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