孙鹤立 |
1.大规模图数据挖掘
2.社会网络分析
3.城市计算
4.软件工程数据挖掘
教育经历
2001-2005 计算机科学学士, 西安电子科技大学
2005-2007 计算机科学硕士, 西安交通大学
2007-2011 计算机科学博士, 西安交通大学
2009-2010 联合培养博士生,美国伊利诺伊大学香槟分校
工作经历
2017-2018 美国加州大学洛杉矶分校 访问学者
2016--至今 西安交通大学 电子与信息工程学院 计算机科学与技术系 副教授
2011-2015 西安交通大学 电子与信息工程学院 计算机科学与技术系 讲师
2012-2015 西安交通大学 电子与信息工程学院 自动化科学与技术系 博士后
(1)复杂多属性网络中的结构模式及其语义检测方法研究,国家自然科学基金面上项目,2017.01-2020.12,主持
(2)大规模属性图中的高效模式挖掘方法研究,国家自然科学应急管理项目,2016.01-2016.12,主持
(3)融合链接结构与语义信息的异构网络分析,国家自然科学基金青年项目,2013.01-2015.12,主持
(4)大规模动态属性图中的子图发现方法研究,陕西省自然科学基础研究计划,2017.01-2018.12,主持
(5)复杂社会网络结构建模与社团探测方法研究,陕西省自然科学基金青年项目,2014.07-2016.06,主持
(6)动态异构网络聚类与簇演变模式研究,博士后科学基金面上项目,2012.11-2014.10,主持
(7)大规模社会网络中的社团检测方法研究,陕西省博士后科学基金面上项目,2014.01-2015.12,主持
(8)行迹感知的移动社交关系预测方法研究,重点实验室开放课题,2014.07-2016.06,主持
(9)融合多特征的社交网络语义社团发现与关系性质识别方法与工具,CCF-腾讯犀牛鸟科研基金项目,2013.08-2014.08,主持
(10)城市交通大数据挖掘与管理,校内基金,2016.01-2018.12,主持
(11)复杂动态多模网络分析,校内基金,2012.09-2014.09,主持
学术奖励:
[1]软件工程数据挖掘关键技术研究. 陕西省高等学校科学技术奖一等奖. 2012. 第二完成人
[2] 从网络的核联通树中揭示基于密度的聚类结构.陕西省第十三届自然科学优秀学术论文三等奖. 2016. 第二完成人.
Selected Journal papers:
[1] Heli Sun, Jianbin Huang, Yang Bai, et al. Efficient k-edge connected component detection through an early merging and splitting strategy, Knowledge-Based Systems. 2016, 111(2016), 63-72.
[2] Heli Sun, Jiao Liu, Jianbin Huang, Guangtao Wang, LinkLPA: A link-based label propagation algorithm for overlapping community detection innetworks, Computational Intelligence. 2017, 33 (2), 308-331.
[3] Jianbin Huang, Xuejun Huangfu, Heli Sun, Hui Li, Qinbao Song, Backward Path Growth for Efficient Mobile Sequential Recommendation, IEEE Transactions on Knowledge and Data Engineering, 2015, 27(1): 46-60.
[4] Zhongbin Sun, Qinbao Song, Xiaoyan Zhu, Heli Sun, Baowen Xu, A Novel Ensemble Method for Classifying Imbalanced Data, Pattern Recognition, 2015, 48(5) : 1623-1637.
[5] Heli Sun, Liu, Jiao, Huang, Jianbin, Wang, Guangtao, Yang, Zhou, Song, Qinbao, Jia, Xiaolin, CenLP: A centrality-based label propagation algorithm for community detection in networks, Physica A : Statistical Mechanics and Its Applications, 2015, 436 : 767-780.
[6] Heli Sun, Jianbin Huang, Xinwei She, Zhou Yang, Jiao liu, Jianhua Zou, Qinbao Song, Dong Wang, TripRec : An Efficient Approach for Trip Planning with Time Constraints, International Journal of Data Warehousing and Mining, 2015, 11(1) : 45-65.
[7] Heli Sun, Jianbin Huang, Yongqiang Tian, Qinbao Song, Huailang Liu, Detecting Overlapping Communities in Networks via Dominant Label Propagation, Chinese Physics B, 2015, 24(1).
[8] Heli Sun, Jianbin Huang, Xin Zhang, Jiao Liu, Dong Wang, Huailiang Liu, Jianhua Zou, Qinbao Song, IncOrder : Incremental Density-Based Community Detection in Dynamic Networks, Knowledge-Based Systems, 2014, 72(2014) : 1-12.
[9] Heli Sun, Jianbin Huang, Xiang Zhong, Ke Liu, Jianhua Zou, Qinbao Song, Label Propagation with α-Degree Neighborhood Impact for Network Community Detection, Computational Intelligence and Neuroscience, 2014, 2014(2014).
[10] Jianbin Huang, Heli Sun, Qinbao Song, Hongbo Deng, Jiawei Han, Revealing Density-Based Clustering Structure from the Core-Connected Tree of a Network, IEEE Transactions on Knowledge and Data Engineering, 2013, 25(8) : 1876-1889.
[11] Jianbin Huang, Heli Sun, Jianmei Kang, Junjie Qi, Hongbo Deng, Qinbao Song, ESC : An efficient synchronization-based clustering algorithm, Knowledge-Based Systems, 2013, 40 : 111-122.
[12] Guangtao Wang, Qinbao Song, Heli Sun, Xueying Zhang, Baowen Xu, Yuming Zhou, A Feature Subset Selection Algorithm Automatic Recommendation Method, Journal of Artificial Intelligence Research, 2013, 47(1) : 1-34.
[13] Jianbin Huang, Heli Sun, Yaguang Liu, Qinbao Song, Tim Weninger, Towards Online Multiresolution Community Detection in Large-Scale Networks, PLos One, 2011, 6(8).
[14] Heli Sun, Jianbin Huang, Boqin Feng, QoRank : A Query-Dependent Ranking Model Using LSE-Based Weighted Multiple Hyperplanes Aggregation for Information Retrieval, International Journal of Intelligent Systems, 2011, 26(1) : 73-97.
[15] Jianbin Huang, Heli Sun, Jiawei Han, Boqin Feng, Density-based shrinkage for revealing hierarchical and overlapping community structure in networks, Physica A : Statistical Mechanics and Its Applications, 2011, 390(11) : 2160-2171.
Selected Conference papers:
[16] Heli Sun, Jianbin Huang, Jiawei Han, Hongbo Deng, Peixiang Zhao, Boqin Feng, gSkeletonClu: Density-based Network Clustering via Structure-Connected Tree Division or Agglomeration, The 10th IEEE International Conference on Data Mining (ICDM 2010).
[17] Jianbin Huang, Heli Sun, Jiawei Han, Hongbo Deng, Yizhou Sun, Yaguang Liu, SHRINK: A Structural Clustering Algorithm for Detecting Hierarchical Communities in Networks, the 19th ACM Conference on Information and Knowledge Management (CIKM 2010).
已授权专利:
[1] 黄健斌, 李伟, 赵贝贝, 孙鹤立, 吴志殿, 慕鹏, 雷倩, 网络消息通信中群发推荐的方法, 201210073291.8.
[2] 黄健斌, 孙鹤立, 李伟, 吴志殿, 慕鹏, 赵贝贝, 雷倩, 用于网络消息通信的联系人语义分组方法, 201110346312.4.