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@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,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

主要研究方向为机器学习和深度学习,时空数据分析,社交网络分析等。


项目:

1. 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, 24万. 

2. 面向可控云计算平台的虚拟桌面系统研发, 四川省科技支撑项目, 40万。 

3. 成都市政务大数据平台安全管理系统, 成都淞幸科技有限责任公司, 10万。 

4. 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, 7万。 

5. 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, 63万。 

6. 图像增强下的ACL三维重建研究, 国家自然科学基金, 24万。 

7. 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。 

8. 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):


2019:

  • Xueqin Chen, Kunpeng Zhang, Fan Zhou*, Goce Trajcevski, Ting Zhong and Fengli Zhang. Information Cascades Modeling via Deep Multi-Task Learning. SIGIR 2019.  (CCF A 类) 

  • Fan Zhou*, Zijing Wen, Goce Trajcevski, Kunpeng Zhang, Ting Zhong and Fang Liu. Disentangled Network Alignment with Matching Explainability. INFOCOM 2019. (CCF A 类) 

  • Xueqin Chen, Fan Zhou*Kunpeng Zhang, Goce Trajcevski, Ting Zhong and Fengli Zhang. Information Diffusion Prediction via Recurrent Cascades Convolution. ICDE 2019.  (CCF A 类) 

  • Fan Zhou*, Xiaoli Yue, Goce Trajcevski, Ting Zhong and Kunpeng Zhang. Context-aware Variational Trajectory Encoding and Human Mobility Inference. WWW 2019. (CCF A 类) 

  • Qiang Gao, Fan Zhou*, Goce Trajcevski, Kunpeng Zhang, Ting Zhong and Fengli Zhang. Predicting Human Mobility via Variational Attention. WWW 2019.  (CCF A 类) 

  • Fan Zhou*, Ruiyang Yin, Kunpeng Zhang, Goce Trajcevski, Ting Zhong and Jin Wu. Adversarial Point-of-Interest Recommendation. WWW 2019.  (CCF A 类) 

  • Fan Zhou*, Zijing Wen, Kunpeng Zhang, Goce Trajcevski and Ting Zhong. Variational Session-based Recommendation Using Normalizing Flows. WWW 2019.  (CCF A 类) 

  • Fan Zhou*, Lei Liu, Kunpeng Zhang, Goce Trajcevski, Ting Zhong and Jin Wu. Predicting Topic Participation by Jointly Learning User Intrinsic and Extrinsic Preference. IEEE ACCESS. (JCR 二区)


2018:

  • Fan Zhou*, Qiang Gao, Goce Trajcevski, Kunpeng Zhang. Trajectory-User Linking via Variational AutoEncoder. IJCAI. (CCF A 类) 

  • Fan Zhou*, Lei Liu, Kunpeng Zhang, Goce Trajcevski, Wu Jin, Ting Zhong. DeepLink: A Deep Learning Approach for User Identity Linkage. INFOCOM 2018. (CCF A 类) 

  • Fan Zhou*, Bangying Wu, Yi Yang, Goce Trajcevski, Kunpeng Zhang and Ting Zhong. vec2Link: Unifying Heterogeneous Data for Social Link Prediction. CIKM 2018. (CCF B 类) 

  • Qiang Gao, Goce Trajcevski, Fan Zhou*Kunpeng Zhang, Ting Zhong and Fengli Zhang. Trajectory-based Social Circle Inference. (GIS 顶会) 


2017:

  • Qiang Gao, Fan Zhou*, Kunpeng Zhang, Goce Trajcevski and Fengli Zhang. (2017). Identifying Human Mobility via Trajectory Embeddings. IJCAI. (CCF A 类) 

  • Zhou, F., Trajcevski, G., Tamassia, R., Avci, B., Khokhar, A. A., & Scheuermann, P. (2017). Bypassing holes in sensor networks - Load-balance vs. latency. Ad Hoc Networks, 61, 16–32. (CCF C 类,JCR 三区

  • Avci, B., Trajcevski, G., Tamassia, R., Scheuermann, P., & Zhou, F. (2017). Efficient detection of motion-trend predicates in wireless sensor networks. Computer Communications, 101, 26–43. (CCF C 类,JCR 三区

  • 高强, 张凤荔, 王瑞锦, 周帆 (2017). 轨迹大数据: 数据处理关键技术研究综述. Journal of Software, 1–34. (EI 检索)


Before 2016:

  • Xucheng, Luo, Fan Zhou, Efficient Multi-Account Detection on UGC Sites, IEEE Symposium on Computers and Communications, 2016. (EI 检索, CCF C 类).

  • Mengjuan Liu, Wei Wang, Fan Zhou, Hao Xue, Zhiguang Qin, Xucheng Luo: ActiveRec: A Novel Context-Sensitive Ranking Method for Active Movie Recommendation. CBD 2016: 92-97 (EI 检索)

  • Fan Zhou, Goce Trajcevski, Oliviu Ghica, Roberto Tamassia, Peter Scheuermann, Ashfaq Khokhar: Deflection Aware Tracking Principals Selection in Active Wireless Sensor Networks. IEEE Transactions on Vehicular Technology , 2012, vol. 61, Issue 7. (SCI 检索, JCR二区) 

  • 周帆,江维,李树全,张玉宏,曾雪,吴跃. 无线传感器网络下基于粒子滤波的移动物体定位和追踪算法. 软件学报. 2013, 24(6): 1295-1309. (EI 检索) 

  • Chunjing Xiao, Yue Wu, Fan Zhou: Predicting Audience Gender in Online Content-Sharing Social Networks, Journal of the American Society for Information Science and Technology (JASIST), 2013, 64(6): 1284-1297. (SCI 检索) 

  • Fan Zhou, Goce Trajcevski, Besim Avci, Peter Scheuermann: Sensor Synchronization for Energy Efficient Multiple Object Tracking. The 9th IEEE International Conference on Networking, Sensing and Control (ICNSC), 2012: 139-144. (EI 检索) 

  • Fan Zhou, Goce Trajcevski, Besim Avci: Tracking Coverage throughout Epochs with Bounded Uncertainty. The 11th IEEE International Symposium on Network Computing and Applications (NCA), Cambridge, MA, 2011: 67-74. (EI 检索) 

  • Goce Trajcevski, Besim Avci, Fan Zhou, Peter Scheuermann: Motion Trends Detection in Wireless Sensor Networks. IEEE 13th International Conference on Mobile Data Management(MDM). 2012, Bengaluru, India. (EI 检索) 

  • Oliviu Ghica, Goce Trajcevski, Fan Zhou, Roberto Tamassia, Peter Scheuermann: Selecting tracking principals with epoch awareness.?Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems (GIS), San Jose, California, 2010: 222-231. (EI 检索) 

  • Goce Trajcevski, Fan Zhou, Roberto Tamassia, Besim Avci, Peter Scheuermann, Ashfaq Khokhar: Bypassing Holes in Sensor Networks: Load-Balance vs. Latency. IEEE Global Communications Conference. (GLOBECOM) 2011: 1-5. (EI 检索). 


教学情况

数据分析与数据挖掘

编译技术

云计算

面向对象程序设计Java

软件测试

获奖情况