甘小莺教授

址:上海市东川路800号电信群楼 1-439

话:+86 21 34205018

箱:ganxiaoying@sjtu.edu.cn

研究中心:智能物联网研究中心

个人主页:https://iiot.sjtu.edu.cn/#/xygan

个人简介


甘小莺 上海交通大学教授,博士生导师,智能物联网研究中心副主任,电子工程系党总支副书记,上海交通大学晨星学者。长期从事物联网群智计算、数据挖掘、时空数据计算,智慧交通等研究工作,研究成果发表IEEE Journal on Selected Areas in Communications, IEEE Trans. on Mobile Computing, IEEE Trans. on Parallel and Distributed Systems, IEEE Trans. on Vehicular Technology, IEEE Trans. on Wireless Communication, IEEE Trans. on Communication等国际期刊,以及IEEE INFOCOM, IEEE ICCIEEE GLOBECOM等国际会议,获得授权专利40余项。获得2019IEEE WCSP国际会议十周年优秀论文奖。获得2012上海市技术发明二等奖2017上海市科技进步三等奖


研究领域
物联网、数据挖掘、时空数据计算
研究方向

物联网群智计算、数据挖掘,时空数据计算


著作及专利

重要论文

[1] Bin Lu, Ze Zhao, Xiaoying Gan, Shiyu Liang, Luoyi Fu, Xinbing Wang, Chenghu Zhou: Graph Out-of-Distribution Generalization With Controllable Data Augmentation. IEEE Trans. Knowl. Data Eng. 36(11): 6317-6329 (2024)

[2] Bin Lu, Tingyan Ma, Xiaoying Gan, Xinbing Wang, Yunqiang Zhu, Chenghu Zhou, Shiyu Liang: Temporal Generalization Estimation in Evolving Graphs. ICLR 2024

[3] Bin Lu, Ze Zhao, Luyu Han, Xiaoying Gan, Yuntao Zhou, Lei Zhou, Luoyi Fu, Xinbing Wang, Chenghu Zhou, Jing Zhang: OxyGenerator: Reconstructing Global Ocean Deoxygenation Over a Century with Deep Learning. ICML 2024

[4] Gu Tang, Xiaoying Gan, Jinghe Wang, Bin Lu, Lyuwen Wu, Luoyi Fu, Chenghu Zhou: EditKG: Editing Knowledge Graph for Recommendation. SIGIR 2024: 112-122

[5] Tingyan Ma, Wei Liu, Bin Lu, Xiaoying Gan, Yunqiang Zhu, Luoyi Fu, Chenghu Zhou: AutoFAIR : Automatic Data FAIRification via Machine Reading. VLDB Workshops 2024

[6] Lina Yang, Bin Lu, Xiaoying Gan: Graph Open-Set Recognition via Entropy Message Passing. ICDM 2023: 1469-1474

[7] Bin Lu, Lyuwen Wu, Lina Yang, Chenxing Sun, Wei Liu, Xiaoying Gan, Shiyu Liang, Luoyi Fu, Xinbing Wang, Chenghu Zhou: DataExpo: A One-Stop Dataset Service for Open Science Research. WWW (Companion Volume) 2023: 32-36

[8] Xiong Wang, Riheng Jia, Luoyi Fu, Haiming Jin, Xiaohua Tian, Xiaoying Gan, Xinbing Wang: Online Spatial Crowdsensing With Expertise-Aware Truth Inference and Task Allocation. IEEE J. Sel. Areas Commun. 40(1): 412-427 (2022)

[9] Bin Lu, Xiaoying Gan, Haiming Jin, Luoyi Fu, Xinbing Wang, Haisong Zhang: Make More Connections: Urban Traffic Flow Forecasting with Spatiotemporal Adaptive Gated Graph Convolution Network. ACM Trans. Intell. Syst. Technol. 13(2): 28:1-28:25 (2022)

[10] Yuqing Li, Wenkuan Dai, Xiaoying Gan, Haiming Jin, Luoyi Fu, Huadong Ma, Xinbing Wang: Cooperative Service Placement and Scheduling in Edge Clouds: A Deadline-Driven Approach. IEEE Trans. Mob. Comput. 21(10): 3519-3535 (2022)

[11] Bin Lu, Xiaoying Gan, Lina Yang, Weinan Zhang, Luoyi Fu, Xinbing Wang: Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation. KDD 2022: 1152-1161

[12] Bin Lu, Xiaoying Gan, Weinan Zhang, Huaxiu Yao, Luoyi Fu, Xinbing Wang: Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer. KDD 2022: 1162-1172

[13] Haoxiang Zhang, Xiaoying Gan, Luoyi Fu, Liyao Xiang, Haiming Jin: Spatiotemporal Graph Neural Network for Traffic Prediction Exploiting Cascading Behavior. GLOBECOM 2021: 1-6

[14] Xiong Wang, Riheng Jia, Xiaohua Tian, Xiaoying Gan, Luoyi Fu, Xinbing Wang: Location-Aware Crowdsensing: Dynamic Task Assignment and Truth Inference. IEEE Trans. Mob. Comput. 19(2): 362-375 (2020)

[15] Xiaoying Gan, Zesen Zhang, Luoyi Fu, Xudong Wu, Xinbing Wang: Unraveling Impact of Critical Sensing Range on Mobile Camera Sensor Networks. IEEE Trans. Mob. Comput. 19(4): 982-996

[16] Yuqing Li, Xiong Wang, Xiaoying Gan, Haiming Jin, Luoyi Fu, Xinbing Wang: Learning-Aided Computation Offloading for Trusted Collaborative Mobile Edge Computing. IEEE Trans. Mob. Comput. 19(12): 2833-2849 (2020)

[17] Xiaoying Gan, Chen Feng, Zhida Qin, Ge Zhang, Huaying Wu, Luoyi Fu, Xinbing Wang, Huadong Ma: Relay-Assisted Multicast With Markov Mobility. IEEE Trans. Netw. Sci. Eng. 7(3): 1055-1066 (2020)

[18] Zhida Qin, Ziquan You, Haiming Jin, Xiaoying Gan, Jingchao Wang: Homophily-Driven Evolution Increases the Diffusion Accuracy in Social Networks. IEEE Trans. Netw. Sci. Eng. 7(4): 2680-2692 (2020)

[19] Bin Lu, Xiaoying Gan, Haiming Jin, Luoyi Fu, Haisong Zhang: Spatiotemporal Adaptive Gated Graph Convolution Network for Urban Traffic Flow Forecasting. CIKM 2020: 1025-1034 (2020)

[20] Zhida Qin, Xiaoying Gan, Jia Liu, Hongqiu Wu, Haiming Jin, Luoyi Fu: Exploring Best Arm with Top Reward-Cost Ratio in Stochastic Bandits. INFOCOM 2020: 159-168

[21] Xiaoying Gan, Yuqing Li, Yixuan Huang, Luoyi Fu, Xinbing Wang: When Crowdsourcing Meets Social IoT: An Efficient Privacy-Preserving Incentive Mechanism. IEEE Internet Things J. 6(6): 9707-9721 (2019)

[22] Yuqing Li, Wenkuan Dai, Jie Bai, Xiaoying Gan, Jingchao Wang, Xinbing Wang: An Intelligence-Driven Security-Aware Defense Mechanism for Advanced Persistent Threats. IEEE Trans. Inf. Forensics Secur. 14(3): 646-661 (2019)

[23] Xiong Wang, Jinbei Zhang, Xiaohua Tian, Xiaoying Gan, Yunfeng Guan, Xinbing Wang: Crowdsensing-Based Consensus Incident Report for Road Traffic Acquisition. IEEE Trans. Intell. Transp. Syst. 19(8): 2536-2547 (2018)

[24] Riheng Jia, Tianyuan Liu, Jinbei Zhang, Luoyi Fu, Xiaoying Gan, Xinbing Wang: Impact of Content Popularity on Information Coverage in Online Social Networks. IEEE Trans. Veh. Technol. 67(8): 7465-7474 (2018)

[25] Zhida Qin, Xiaoying Gan, Luoyi Fu, Xin Di, Jun Tian, Xinbing Wang: Content Delivery in Cache-Enabled Wireless Evolving Social Networks. IEEE Trans. Wirel. Commun. 17(10): 6749-6761 (2018)

[26] Xiong Wang, Riheng Jia, Xiaohua Tian, Xiaoying Gan: Dynamic Task Assignment in Crowdsensing with Location Awareness and Location Diversity. INFOCOM 2018: 2420-2428

[27] Xiaoying Gan, Yuqing Li, Weiwei Wang, Luoyi Fu, Xinbing Wang: Social Crowdsourcing to Friends: An Incentive Mechanism for Multi-Resource Sharing. IEEE J. Sel. Areas Commun. 35(3): 795-808 (2017)

[28] Xiaoying Gan, Xiong Wang, Wenhao Niu, Gai Hang, Xiaohua Tian, Xinbing Wang, Jun (Jim) Xu: Incentivize Multi-Class Crowd Labeling Under Budget Constraint. IEEE J. Sel. Areas Commun. 35(4): 893-905 (2017)

[29] Zhida Qin, Xiaoying Gan, Jingchao Wang, Luoyi Fu, Xinbing Wang: Capacity of Social-Aware Wireless Networks With Directional Antennas. IEEE Trans. Commun. 65(11): 4831-4844 (2017)

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