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详细信息
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学术研究
个人简介
胡吉林,华东师范大学,数据科学与工程学院,教授,博士生导师,紫江优秀青年学者。2022年入选国家级青年人才计划。曾担任奥尔堡大学长聘教轨助理教授,长聘副教授,阿联酋起源人工智能研究院担任研究员,加州伯克利分校访问学者。研究方向主要是时空数据管理与分析,交通分析及预测,图神经网络,已在CCF推荐A类国际期刊或会议论文多篇,曾获得ICDE 2022最佳论文奖。受邀担任了ACM SIGSPATIAL 2023-2024 Treasurer Co-Chair,PVLDB 2020 Session Chair,SpatialDI’21 专题主席,SpatialDI’23 海外论坛主席。现/曾担任IEEE TKDE,VLDB J,IEEE TIP,IEEE TNNLS,Neurocomputing,GeoInformatica等国内外顶级/重要学术期刊评审专家,CVPR’21-22,ICCV’21,AAAI’21-22,ICDE’23,KDD’22-23, IJCAI’23,CIKM’20-22等顶级/重要国际学术会议程序委员会委员。
研究方向
时空数据管理与分析,国家自然科学基金,2023-2026. Explainable AI for Complex Microbial Community Interactions and Predictions, funded by Villum Fonden, Denmark, in collaboration with Prof. Per Halkjær Nielsen, 2021 - 2024.
Selected Papers:(*:通讯作者)
Yan Lin, Huaiyu Wan, Jilin Hu*, Shengnan Guo, Bin Yang, Youfang Lin, Christian S. Jensen, Origin-Destination Travel Time Oracle for Map-based Services, SIGMOD 2024, To appear.
Sean Bin Yang, Jilin Hu*, Chenjuan Guo, Bin Yang, Christian S. Jensen, LightPath: Lightweight and Scalable Path Representation Learning, KDD 2023, To appear.
Di Qi,Jilin Hu*and Jianbing Shen, Few-Shot Object Detection With Self-Supervising and Cooperative Classifier, in IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109/TNNLS.2022.3204597.
Sean Bin Yang, Chenjuan Guo, Jilin Hu*, Bin Yang, Jian Tang, Christian S. Jensen, Temporal Path Representation Learning with Weakly-supervised Contrastive Curriculum Learning, ICDE 2022: 2873-2885.
Huanlong Zhang, Jiapeng Zhang, Guohao Nie, Jilin Hu*, W.J. (Chris) Zhang. Residual memory inference network for regression tracking with weighted gradient harmonized loss, Information Sciences, 2022, 597: 105-124
Frederik Mathiesen, Bin Yang, Jilin Hu*, Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems, AAAI 2022: 4575-4582.
Tianyi Li, Lu Chen, Christian S. Jensen, Torben Bach Pedersen, Yunjun Gao, Jilin Hu, Evolutionary Clustering of Moving Objects, ICDE 2022: 2399-2411 (Best Paper Award).
Sean Bin Yang, Chenjuan Guo, Jilin Hu*, Jian Tang, Bin Yang, Path Representation Learning via Sequential Mutual Information Maximization, IJCAI 2021: 3286-3292.
Jilin Hu, Chenjuan Guo, Bin Yang, Christian S. Jensen, Hui Xiong, Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks, ICDE 2020: 1417-1428.
Jilin Hu, Chenjuan Guo, Bin Yang, Christian S. Jensen, Stochastic Weight Completion for Road Networks using Graph Convolutional Networks, ICDE 2019: 1274-1285.
Jilin Hu, Bin Yang, Chenjuan Guo, Christian S. Jensen, Risk-aware path selection with time-varying, uncertain travel costs: a time series approach, VLDB J. 27(2): 179-200 (2018).
Jilin Hu, Bin Yang, Christian S. Jensen, and Yu Ma, Enabling time-dependent uncertain eco-weights for road networks, GeoInformatica, 21(1): 57{88 (2017).