毛嘉莉

毕业于华东师范大学，获软件工程学科工学博士学位。

先后主持（参与）国家自然科学基金等多项纵向科研项目以及与滴滴出行、京创智汇等企业合作的横向科研课题。在IEEE TKDE、ACM TIST、ICDE、SDM、Sigspatial等国际期刊（国际会议）上发表多篇高质量论文。研究兴趣包括时空数据管理、数据驱动的物流决策优化等。

1. CCF 信息系统专委会常务委员、CCF 数据库专委会执委、ACM中国SIGSPATIAL执委、CAAI智能融合专委会委员

2.《大数据》期刊编委

3. TKDE、TKDD、KAIS等国际著名期刊审稿人与AAAI、ICDE、CIKM、SIGSPATIAL、DASFAA等国际顶级会议程序委员

时空数据管理与分析、数据驱动的物流决策优化

1. 物流科技（非全日制硕士研究生必修课）

2. 智慧城市（本科选修课）

1. 国家自然科学基金项目（61702423），智慧交通系统中的路网轨迹流异常检测与分析，主持，已结题

2. 国家自然科学基金项目 (62072180)，数据驱动的公路大宗货运物流地图构建及应用，主持，在研

3. 企业合作课题，滴滴科研合作计划 “道路交叉口更新及导航校准” ， 主持，已结题

4. 企业合作课题，华东师大-京创智汇数据智能联合实验室 ， 主持，已结题

5. 企业合作课题，滴滴科研合作计划 “基于代驾骑行数据的骑行地图更新与动态线路规划” ， 主持，已结题

6. 企业合作课题，滴滴科研合作计划 “面向代驾司机骑行的快速地图更新与异常行为检测” ， 主持，在研

7. 企业合作课题，CCF-滴滴盖亚青年学者科研基金项目 "路网拓扑自动化编辑方案生成技术" ， 主持，在研

l  近年来代表论文

① 轨迹流的聚类与异常检测

[1]. Jiali Mao, Qiuge Song, Cheqing Jin, Zhigang Zhang, Aoying Zhou. Online Clustering of Streaming Trajectories, Front Comput Sci, 2018(12):245-263.

[2]. 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.

[3]. Jiali Mao, Qiuge Song, Cheqing Jin, Zhigang Zhang, Aoying Zhou. TSCluWin: Trajectory stream clustering over sliding window, DASFAA (2) 2016: 133-148.

[4]. 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.

[5]. 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.

[6]. 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)

[7]. 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.

[8]. Jiali Mao, Pengda Sun, Cheqing Jin, Aoying Zhou. Outlier Detection over Distributed Trajectory Streams, SDM 2018: 64-72.

[9]. Minxi Li, Jiali Mao *, Xiaodong Qi, Cheqing Jin. A framework for cloned vehicle detection. Frontiers Comput. Sci. 14(5): 145609 (2020).

[10]. Minxi Li, Jiali Mao *, Xiaodong Qi, Peisen Yuan, Cheqing Jin. Cloned Vehicle Behavior Analysis Framework. APWeb/WAIM (2) 2018: 223-231

② 基于轨迹的地图更新

[11]. Tao Wang, Jiali Mao, Cheqing Jin. HyMU: A Hybrid Map Updating Framework, DASFAA (2) 2017: 19-33.

[12]. Min Pu, Jiali Mao *, YunTao Du, Yibin Shen, Cheqing Jin. Road Intersection Detection Based on Direction Ratio Statistics Analysis. MDM 2019: 288-297

[13]. Qiuge Song, Jiali Mao, Cheqing Jin. Discovering Underground Roads from Trajectories without Road Network, WAIM (1) 2016: 137-150.

[14]. 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

[15]. Shengcheng Cai, Tao Wu, Jiali Mao *, Cheqing Jin. Road Closure Detection based upon Multi-feature Fusion. SIGSPATIAL/GIS 2021: 354-364

[16]. 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.

[17]. Wenyi Shen, Wenyu Wu, Jiali Mao *, et.al. SAMI: A Shape-Aware Cycling Map Inference Framework for Designated Driving Service. ICDE 2023: 3269-3281

[18]. Wenyu Wu, Wenyi Shen,  Jiali Mao *, et.al. PICT: Precision-enhanced Road Intersection Recognition using Cycling Trajectories. ECML/PKDD (7) 2023: 157-173.

③ 时空数据的管理与分析

[19]. Zhigang Zhang, Jiali Mao, Cheqing Jin, Aoying Zhou. MDTK: Bandwidth-saving Framework for Distributed Top-k Similar Trajectory Query, DASFAA (1) 2018: 613-629

[20]. 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

[21]. Yilian Xin, Jiali Mao *, Simin Yu, Minxi Li, Cheqing Jin. Bus Stop Refinement Based on Hot Spot Extraction. DASFAA (3) 2019: 571-575

[22]. 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.

[23]. 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.

[24]. 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)

[25]. Rongtao Qian, Tao Zou, Jiali Mao *, Kaixuan Zhu: Multi-source Logistics Data Management Architecture. WISE 2022: 641-649

[26]. 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.

[27]. 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.

[28]. 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.

[29]. 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.

④ 数据驱动的物流决策优化

[30]. Jiaye Liu, Jiali Mao *, Jiajun Liao, Huiqi Hu, Ye Guo, Aoying Zhou. SCLPD: Smart Cargo Loading Plan Decision Framework, ICDE 2020: 1758-1761

[31]. 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

[32]. 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

[33]. 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

[34].  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

[35].  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

[36]. Tao Wu, Kaixuan Zhu, Jiali Mao *, et.al. TDCM: Transport Destination Calibrating based on Multi-task Learning. ECML/PKDD (7) 2023: 276-292.

[37]. Wei Zhao, Yingzi Shen, Jiali Mao *, et.al. MGCP:A Multi-View Diffusing Graphs based Traffic Congestion Prediction for Roads around Factory. ADMA 2023

[38]. Wei Zhao, Jiali Mao *, et.al. Multi-Source Domain Adaptation Enhanced Warehouse Dwell Time Prediction. TKDE 2024, accepted

[39]. Tao Wu, Jiali Mao *, Yifan Zhu, Kaixuan Zhu, Aoying Zhou. Multi-View Context Awareness based Transport Stay Hotspot Recognization. World Wide Web, 2024, accepted

[40]. Miaomiao Yang, Tao Wu, Jiali Mao *, et.al. Attention Mechanism based Multi-Task Learning Framework for Transportation Time Prediction. PAKDD 2024. accepted

[41]. 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.

[42]. 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.

l  出版专著

 [1]. Jiali Mao, Cheqing Jin, Aoying Zhou, Clustering and Outlier Detection for Trajectory Stream Data, World Scientific, 2020(4). ISBN:978-981-121-045-7.

l  授权发明专利

1. 一种基于浮动车轨迹的道路交叉口位置和覆盖范围检测框架方法，ZL202010059799.7

2. 一种基于轨迹相似度的转向路径提取及路网拓扑变化检测框架方法，ZL202010059781.7

3. 有限运力下基于自适应时间窗口的车货匹配方法，ZL202010059790.6

4. 一种基于多特征融合的道路封闭检测方法，ZL202110747124.6

5. 一种最大化承运能力的车货匹配智能决策方法及系统，ZL202111388228.9

6. 一种面向大宗物流的运输终点校准方法及系统, ZL202210943420.8 

7. 一种结合货车任务状态的厂区道路拥堵预测方法及预测系统, ZL202210722259.1

一、科技奖励

1.  上海市科技进步一等奖, “面向企业精准营销服务的数据平台及其关键技术”, 第三完成人，2020

2.  CCF科技进步一等奖，“轨迹数据管理与分析关键技术及其在智慧出行中的应用”，第一完成人，2022

3.  教育部技术发明一等奖，“联盟区块链系统的高效数据存储与交易执行关键技术及应用”，第五完成人，2022

4.  吴文俊人工智能科技进步二等奖，“面向城市复杂异构环境的共享两轮车智能化运营关键技术和应用”，第三完成人，2023

二、论文获奖

1.  中国数据库学术会议 萨师煊优秀论文奖, “时空依赖的城市道路旅行时间预测”, 通讯作者，2018

2. 《软件学报》高影响力论文奖，“轨迹大数据异常检测: 研究进展及系统框架”, 第一作者，2019

3.  CCF A类推荐国际数据库会议 (ICDE) Best Runner-up Award, “SAMI: A Shape-Aware Cycling Map Inference Framework for Designated Driving Service”, 通讯作者，2023

三、学生获奖

硕士生 赵俐晟 国家奖学金

硕士生 吕星仪 国家奖学金

博士生 吴问宇 国家奖学金

硕士生 蔡圣诚 国家奖学金、校优秀毕业论文

硕士生 刘伽椰 学院企业一等奖学金、校优秀毕业论文

博士生 廖家俊 学院企业一等奖学金

博士生 吴涛 学院企业三等奖学金

硕士生 邹韬 2022年华为软件精英挑战赛季军

硕士生 晏玉琴 朱奕帆 首届华东师范大学全民数字素养与人工智能创新应用大赛 一等奖