在人工智能、机器学习、数据挖掘等领域，已在著名国际学术会议IJCAI、AAAI、CIKM、DASFAA、SDM、Coling等、以及著名国际期刊TOIS、TMM、IEEE transaction on Cybernetics、KBS、WWWJ、Signal Processing、neurocomputing等发表50余篇学术论文 已承担的科研项目包括：国家自然科学基金青年基金项目、北京市自然基金面上项目、国家242信息安全专项、中央高校基本科研项目、北航“蓝天新秀”科研项目等。项目主要研究如何快速检测网络空间的热点事件，分析事件中的人物关系、人物观点、情感信息等，利用深度学习方法进行人物关系和属性的抽取，基于深度模型进行事件热度和影响的预测，基于信息检索方法进行话题中的文本推荐。项目研究成果已在相关部门得到广范应用。 十篇代表性论文： (1) Xioaming Zhang ; Senzhang Wang; Zhoujun Li; Shuai Ma,Landmark Image Retrieval by Jointing Feature Refinement and Multimodal Classifier Learning, IEEE Transactions on Cybernetics, 2017.6.20, PP(99): 1~14 (2) Feiran Huang; Xiaoming Zhang; Zhoujun Li; Tao Mei; Yueying He; Zhonghua Zhao, Learning Social Image Embedding with Deep Multimodal Attention Networks, ACM Multimedia (Thematic Workshops) , 2017.10.14-2017.10.19 (3) Dejian Yang; Senzhang Wang; Chaozhuo Li; Xiaoming Zhang; Zhoujun Li, Fr om Properties to Links: Deep Network Embedding on Incomplete Graphs, The 26thACM International Conference on Information and Knowledge Management (CIKM) , 2017.11.15-2017.11.20 (4) Senzhang Wang; Xiaoming Zhang; Jianping Cao; Lifang He; Leon Stenneth; PHILIP S. YU; Zhoujun Li; Zhiqiu Huang, Computing Urban Traffic Congestions by Incorporating Sparse GPS Probe Data and Social Media Data, ACM Transactions on Information Systems (TOIS), 2017.8.1, 15(4) (5) Zhang, Xiaoming ; Hu, Xia; Wang, Senzhang; Yang, Yang; Li, Zhoujun; Zhou, Jianshe, Learning Geographical Hierarchy Features via a Compositional Model, IEEE Transactions on Multimedia, 2016.9, 18(9): 1855~1868 (6) Zhang, Xiaoming ; Ji, Shufan; Wang, Senzhang; Li, Zhoujun; Lv, Xueqiang, Geographical Topics Learning of Geo-Tagged Social Images, IEEE Transactions on Cybernetics, 2016.3, 46(3): 744~755 (7) Xiaoming Zhang ; Xiahu; Zhoujun Li, Learning Geographical Hierarchy Features for Social Image Location Prediction, 2015 24th International Joint Conference on Artificial Intelligence, IJCAI 2015, 2015.7.25-2015.7.30 (8) Xiaoming Zhang ; Zhonghua Zhao; Haijun Zhang; Senzhang Wang; Zhoujun Li, Unsupervised geographically discriminative feature learning for landmark tagging, Knowledge-Based Systems (9) Xiaoming Zhang ; Wenhan Chao; Zhoujun Li; Chunyang Liu; Rui Li, Mult i-modal Kernel Ridge Regression for Social Image Classification, Applied Soft Computing (10) Xiaoming Zhang ; Xiaoming Chen; Yan Chen; Senzhang Wang; Zhoujun Li; Jiali Xia, Event detection and popularity prediction in microblogging, Neurocomputing, 2015, 149(C): 1469~1480 |
