个人简历

2004年博士毕业于北京大学信息科学技术学院

研究领域

数据挖掘与机器学习，社交网络分析，智能交通系统

近期论文

1. Sizhen Du, Guojie Song*, Haikun Hong. Learning Dynamic Dependency Network Structure with Time Lag. SCIENCE CHINA Information Sciences v61, n5, May 1, 2018. 【学院A类】 2. Dong Liu, Yun Jing, Jing Zhao, Wenjun Wang, Guojie Song. A Fast and Efficient Algorithm for Mining Top-k Nodes in Complex Networks. Scientific Reports | 2017 Feb 27;7:43330. doi: 10.1038/srep43330.【5-year IF=5.525】【学院 A类】 3. Jing Zhang, Jie Tang, Yuanyi Zhong, Yuchen Mo, Juanzi Li, Guojie Song, Wendy Hall, and Jimeng Sun. StructInf: Mining Structural Influence from Social Streams. AAAI 2017: 73-80. 【CCF A类】 4. Guojie Song, Yuanhao Li, Xiaodong Chen, Xinran He, Jie Tang: Influential Node Tracking on Dynamic Social Network: An Interchange Greedy Approach. IEEE Trans. Knowl. Data Eng. (TKDE) 29(2): 359-372 (2017)【CCF A类】 5. Guojie Song, Lei Han, Kunqing Xie: Overlapping Decomposition for Gaussian Graphical Modeling. IEEE Transactions on TKDE 2015:2217-2230.【CCF A类】 6. Guojie Song, Xiabing Zhou, Yu Wang, Kunqing Xie: Influence Maximization on Large-Scale Mobile Social Network: A Divide-and-Conquer Method. IEEE Transactions on TPDS2015:1379-1392【CCF A类】 7. Wenhao Huang, Guojie Song*, Haikun Hong, Kunqing Xie: Deep Architecture for Traffic Flow Prediction: Deep Belief Networks With Multitask Learning. IEEE Transactions on ITS2014:2191-2201【学院 A类】 8. Lei Han, Yu Zhang, Guojie Song*, Kunqing Xie: Encoding Tree Sparsity in Multi-Task Learning: A Probabilistic Framework. AAAI2014:1854-1860【CCF A类】 9. Lei Han, Guojie Song, Gao Cong, Kunqing Xie: Overlapping decomposition for causal graphical modeling. KDD2012:114-122.【CCF A类】 10. Qingye Jiang, Guojie Song, Gao Cong, Yu Wang, Kunqing Xie. Simulated Annealing based Influence Maximization in Social Networks. AAAI 2011:127-132【CCF A类】 11. Yu Wang, Gao Cong, Guojie Song, Kunqing Xie: Community-based greedy algorithm for mining top-K influential nodes in social networks. KDD:2010:1039-1048.【CCF A类】