大阳城2021集团娱乐网址-首页|欢迎您

周帆 副教授
  • 学位:博士
  • 任职:
  • 研究方向:机器学习、人工智能、移动互联网、社会网络、推荐系统等。
  • 联系方式:fan.zhou[ AT ]uestc.edu.cn
个人简介

2016年8月至今:副教授,电子科技大学;

2013年4月至2016年8月:讲师,电子科技大学;

2008年9月至2011年12月:联合培养博士,电子科技大学/美国西北大学;

2003年9月至2006年7月:硕士,电子科技大学;

1999年9月至2003年 6月:本科,四川大学。

科研情况

主要研究方向为时空数据分析,交通系统、推荐系统、社交网络分析等。发表CCF A 类会议/期刊论文20篇,SCI论文20余篇。


项目:

1. 图学习中的可解释性研究,国家自然科学基金。

2. 群智感知中基于社会属性的行为引导与激励研究, 国家自然科学基金. 

3. 群智感知中基于社会属性的行为引导与激励机制研究, 中央高校基本科研业务费。 

4. 移动互联网中数据外包服务与隐私保护关键技术研究, 国家自然科学基金。 

5. 图像增强下的ACL三维重建研究, 国家自然科学基金。 

6. 无线Ad hoc网络拓扑攻击探测与定位研究, 国家自然科学基金。 

7. 基于GMPLS网络的路径保护方法研究, 国家自然科学基金。



Selected Publications (*Corresponding author):



2021:

  • Catch Me If You Can: A Participant-Level Rumor Detection Framework via Fine-grained User Representation Learning
    Xueqin Chen, Fan Zhou*, Fengli Zhang, Marcello Bonsangue.
    Information Processing & Management (IPM). 

  • Self-Supervised Human Mobility Learning for Next Location Prediction and Trajectory Classification
    Fan Zhou, Yurou Dai, Qiang Gao, Pengyu Wang, Ting Zhong.
    Knowledge-Based Systems. 

  • Variational Autoencoder with Copula for Collaborative Filtering
    Ting Zhong, Guanyu Wang, Fan Zhou*, etc.
    DLP-KDD. 

  • Social-Trust-Aware Variational Recommendation
    Joojo Walker, Fengli Zhang, Fan Zhou*, etc.
    International Journal of Intelligent Systems (IJIS). 

  • Contrastive Trajectory Learning for Tour Recommendation
    Fan Zhou, Pengyu Wang, Xovee Xu, Wenxing Tai, Goce Trajcevski.
    ACM Transactions on Intelligent Systems and Technology (TIST). 

  • Decoupling Representation and Regressor for Long-Tailed Information Cascade Prediction
    Fan Zhou, Liu Yu, Xovee Xu, Goce Trajcevski.
    International Conference on Research and Development in Information Retrieval (SIGIR). (CCF A)

  • Rumor Detection on Social Media with Event Augmentations
    Zhenyu He
    , Ce Li,  Fan Zhou*, Yi Yang.
    International Conference on Research and Development in Information Retrieval (SIGIR). (CCF A) 

  • Adversarial Human Trajectory Learning for Trip Recommendation
    Qiang Gao, Fan Zhou*, Kunpeng Zhang, Fengli Zhang, Goce Trajcevski.
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS). 

  • Unifying Online and Offline Preference for Social Link Prediction 
    Fan ZhouKunpeng Zhang, Bangying Wu, Yi Yangand Harry Wang.
    INFORMS Journal on Computing. (UT Dallas 24,CCF B类期刊).

  • A Survey of Information Cascade Analysis: Models, Predictions and Recent Advances
    Fan Zhou, Xovee Xu, Goce Trajcevski, Kunpeng Zhang.
    ACM Computing Surveys (CSUR). 

  • MataMove: On Improving Human Mobility Classification and Prediction via Meta-Learning
    Fan Zhou,
    Xin Liu, Ting Zhong, Goce Trajcevski
    IEEE Transactions on Cybernetics (TCYB). 

  • Urban Flow Prediction with Spatial-Temporal Neural ODEs  
    Fan Zhou*, Liang Li, Kunpeng Zhang, Goce Trajcevski
    Transportation Research Part C: Emerging Technologies (TRC). 

  • MetaRisk: Semi-Supervised Few-Shot Operational Risk Classification in Banking Industry
    Fan Zhou, Xiuxiu Qi, Chunjing Xiao, Jiahao Wang.
    Information Science. 

  • Learning Meta-Knowledge for Few-shot Image Emotion Recognition
    Fan Zhou, Chengtai Cao, Ting Zhong, Ji Geng.
    Expert Systems with Applications (ESWA). 

  • Land Deformation Prediction via Slope-Aware Graph Neural Networks
    Fan Zhou, Rongfan Li, Kunpeng Zhang, Goce Trajcevski.
    AAAI Conference on Artificial Intelligence  (CCF A类会议, 接收率21.0%)

  • Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay
    Fan Zhou, Chengtai Cao.
    AAAI Conference on Artificial Intelligence (CCF A类会议, 接收率21.0%)

  • Forecasting Reservoir Inflow via Recurrent Neural ODEs
    Fan Zhou, Liang Li.
    AAAI Conference on Artificial Intelligence (CCF A类会议, 接收率21.0%)

  • Inferring High-Resolutional Urban Flow with Internet of Mobile Things
    Fan Zhou, Xin Jing, Liang Li, Ting Zhong
    International Conference on Acoustics, Speech and Signal Processing (ICASSP) (CCF B类会议)

  • Probabilistic Graph Neural Networks for Traffic Signal Control
    Ting Zhong, Zheyang Xu, Fan Zhou*
    International Conference on Acoustics, Speech and Signal Processing (ICASSP) (CCF B类会议)

  • Traffic Speed Forecasting via Spatio-Temporal Attentive Graph Isomorphism Network
    Qing Yang, Ting Zhong, Fan Zhou*
    International Conference on Acoustics, Speech and Signal Processing (ICASSP) (CCF B类会议)

  • Trajectory-User Linking via Graph Neural Networks 
    Fan Zhou, Shupei Chen, Jin Wu, Chengtai Cao, Shengming Zhang.
    ICC 2020. (CCF C类会议)


2020:

  • Variational Graph Neural Networks for Road Traffic Prediction in Intelligent Transportation Systems 
    Fan Zhou, Qing Yang, Dajiang Chen, Ning Zhang.
    IEEE Transactions on Industrial Informatics (TII). 

  • Towards Discriminating and Synthesizing Motion Traces Using Deep Probabilistic Generative Models 
    Fan Zhou*, Xin Liu, Kunpeng Zhang, Goce Trajcevski.
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS). 

  • Forecasting the Evolution of Hydropower Generation 
    Fan Zhou*, Liang Li, etc
    Proceedings of the ACM International Conference on Knowledge Discovery and Data Mining (KDD). (CCF A类会议, 接收率16.0%)

  • Hybrid Graph Convolutional Networks with Multi-head Attention for Location Recommendation 
    Ting Zhong, Shengming Zhang, Fan Zhou*, Kunpeng Zhang, Goce Trajcevski, Jin Wu
    World Wide Web Journal (WWWJ). 

  • Enhancing Urban Flow Maps via Neural ODEs 
    Fan Zhou*, Liang Li, Ting Zhong, Goce Trajcevski, Kunpeng Zhang, Jiahao Wang 
    Proceedings of the 29th International Joint Conference on Artificial Intelligence (IJCAI). (CCF A类会议, 接收率12.6%)

  • Interpreting Twitter User Geolocation 
    Ting Zhong, Tianliang Wang, Fan Zhou*, Goce Trajcevski, Kunpeng Zhang and 
    Yi Yang 
    Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL). (CCF A类会议, 接收率25.2%)

  • Interpretable Operational Risk Classification with Semi-supervised Variational Autoencoder 
    Fan Zhou, Shengming Zhang and 
    Yi Yang 
    Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL). (CCF A类会议, 接收率25.2%)

  • Fast Network Alignment via Graph Meta-Learning 
    Fan Zhou*, Chengtai Cao, Goce Trajcevski,  Kunpeng Zhang, Ting Zhong and Ji Geng. 
    INFOCOM 2020. (CCF A类会议, 接收率19.8%)

  • Variational Information Diffusion for Probabilistic Cascades Prediction 
    Fan ZhouXovee Xu, Kunpeng Zhang, Goce Trajcevski, and Ting Zhong 
    INFOCOM 2020. (CCF A类会议, 接收率19.8%)

  • Reinforced Spatio-Temporal Attentive Graph Neural Networks for Traffic Forecasting 
    Fan Zhou*Qing Yang, Kunpeng Zhang, Goce Trajcevski, Ting Zhong, and Ashfaq Khokhar.
    IEEE Internet of Things Journal. 

  • Recommendation via Collaborative Autogressive Flows 
    Fan Zhou*Yuhua Mo, Goce Trajcevski, Kunpeng Zhang, Jin Wu, and Ting Zhong.
    Neural Networks

  • Learning to Correlate Accounts across Online Social Networks: An Embedding-based Approach 
    Fan Zhou, Kunpeng Zhang, Shuying Xie and Xucheng Luo.
    INFORMS Journal on Computing. (UT Dallas 24,CCF B类期刊).

  • Session-based Recommendation via Flow-based Deep Generative Networks and Bayesian Inference. Neurocomputing
    Ting Zhong, Zijing Wen, Fan Zhou*, Goce Trajcevski, and Kunpenng Zhang
    Neurocomputing.

  • Semi-supervised Trajectory Understanding with POI Attention for end-to-end Trip Recommendation 
    Fan Zhou*Hantao Wu, Goce Trajcevski, Kunpeng Zhang, and Ashfaq Khokhar
    ACM Transactions on Spatial Algorithms and Systems.

  • Meta-Learned User Preference for Topic Participation Prediction 
    Fan Zhou, Xiuxiu Qi, etc.
    Globecom 2020. (CCF C类会议)

  • Unsupervised User Identity Linkage via Graph Neural Networks 
    Fan Zhou, Zijing Wen, etc.
    Globecom 2020. (CCF C类会议)

  • Continual Information Cascade Learning 
    Fan Zhou, Xin Jing, etc.
    Globecom 2020. (CCF C类会议)

  • Adversity-based Social Circles Inference via Context-Aware Mobility 
    Qiang Gao, Fan Zhou*, etc.
    Globecom 2020. (CCF C类会议)

2019:

  • DeepTrip: Adversarially Understanding Human Mobility for Trip Recommendation 
    Qiang Gao, Goce Trajcevski, Fan Zhou*, Kunpeng Zhang, Ting Zhong and Fengli Zhang.
    ACM Special Interest Group on Spatial Information (SIGSPATIAL). (GIS 顶会)

  • Meta-GNN: On Few-shot Node Classification in Graph Meta-learning 
    Fan Zhou*, Chengtai Cao, Kunpeng Zhang, Goce Trajcevski,  Ting Zhong and Ji Geng.
    The Conference on Information and Knowledge Management (CIKM). (CCF B类会议, 接收率21.3%)

  • Improving Human Mobility Identification with Trajectory Augmentation 
    Fan Zhou*, Ruiyang Yin, Goce Trajcevski, Kunpeng Zhang, Jin Wu and Ashfaq Khokhar.
    Geoinformatica. 

  • Disentangled Network Alignment with Matching Explainability 
    Fan Zhou*, Zijing Wen, Goce Trajcevski, Kunpeng Zhang, Ting Zhong and Fang Liu.
    International Conference on Computer Communications (INFOCOM). (CCF 类会议, 接收率19.7%)

  • Information Cascades Modeling via Deep Multi-Task Learning 
    Xueqin Chen, Kunpeng Zhang, Fan Zhou*, Goce Trajcevski, Ting Zhong and Fengli Zhang.
    International Conference on Research and Development in Information Retrieval (SIGIR). (CCF 类会议, 接收率24.4%)

  • Information Diffusion Prediction via Recurrent Cascades Convolution 
    Xueqin Chen, Fan Zhou*, Kunpeng Zhang, Goce Trajcevski, Ting Zhong and Fengli Zhang.
    International Conference on Data Engineering (ICDE). (CCF A类会议, 接收率24.4%)

  • Context-aware Variational Trajectory Encoding and Human Mobility Inference 
    Fan Zhou, Xiaoli Yue, Goce Trajcevski, Ting Zhong and Kunpeng Zhang.
    The Web Conference (WWW). (CCF A类会议, 接收率19.9%)

  • Adversarial Point-of-Interest Recommendation 
    Fan Zhou, Ruiyang Yin, Kunpeng Zhang, Goce Trajcevski, Ting Zhong and Jin Wu.
    The Web Conference (WWW). (CCF A类会议, 接收率19.9%)

  • Variational Session-based Recommendation Using Normalizing Flows 
    Fan Zhou, Zijing Wen, Kunpeng Zhang, Goce Trajcevski and Ting Zhong.
    The Web Conference (WWW). (CCF A类会议, 接收率19.9%)

  • Predicting Human Mobility via Variational Attention 
    Qiang Gao, Fan Zhou*, Goce Trajcevski, Kunpeng Zhang, Ting Zhong and Fengli Zhang.
    The Web Conference (WWW). (CCF A类会议, 接收率19.9%)

2018:

  • Trajectory-User Linking via Variational AutoEncoder 
    Fan Zhou*, Qiang Gao, Goce Trajcevski, Kunpeng Zhang.
    International Joint Conference on Artificial Intelligence (IJCAI). (CCF A类会议, 接收率20.5%)

  • DeepLink: A Deep Learning Approach for User Identity Linkage 
    Fan Zhou*, Lei Liu, Kunpeng Zhang, Goce Trajcevski, Wu Jin, Ting Zhong.
    International Conference on Computer Communications (INFOCOM). (CCF A类会议, 接收率19.2%)

  • vec2Link: Unifying Heterogeneous Data for Social Link Prediction 
    Fan Zhou*, Bangying Wu, Yi Yang, Goce Trajcevski, Kunpeng Zhang and Ting Zhong.
    The Conference on Information and Knowledge Management (CIKM). (CCF B类会议, 接收率23.4%)

  • Trajectory-based Social Circle Inference. 
    Qiang Gao, Goce Trajcevski, Fan Zhou*, Kunpeng Zhang, Ting Zhong and Fengli Zhang.
    ACM Special Interest Group on Spatial Information (SIGSPATIAL). (GIS 顶会, 接收率20.0%)

2017: 

  • Identifying Human Mobility via Trajectory Embeddings 
    Qiang Gao, Fan Zhou*, Kunpeng Zhang, Goce Trajcevski and Fengli Zhang.
    International Joint Conference on Artificial Intelligence (IJCAI). (CCF A类会议, 接收率25.9%)

  • Bypassing holes in sensor networks - Load-balance vs. latency 
    Fan Zhou*, Goce Trajcevski, Roberto Tamassia, Besim Avci, Ashfaq A Khokhar, Peter Scheuermann.
    Ad Hoc Networks.

  • Efficient detection of motion-trend predicates in wireless sensor networks 
    Besim Avci, Goce Trajcevski, Roberto Tamassia, Peter Scheuermann, Fan Zhou.
    Computer Networks. 

  • 轨迹大数据: 数据处理关键技术研究综述 
    高强, 张凤荔, 王瑞锦, 周帆.
    软件学报. 



教学情况

获奖情况