孙鹤立,博士(后),教授,博士生导师。
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现任环球360会员登录计算机科学与技术学院教授、博士生导师,新闻与新媒体学院副院长,陕西省计算机学会软件工程专委会委员。分别在2009年到2010年、2017年到2018年受国家留学基金委资助赴美国伊利诺伊大学香槟分校、美国加州大学洛杉矶分校进行访问研究。主持科研项目11项,其中包括国家自然科学基金面上项目、国家自然科学基金青年项目、国家自然科学基金应急管理项目、中国博士后科学基金等4项国家级科研项目,陕西省自然科学基础研究计划青年项目、陕西省自然科学基础研究计划面上项目、陕西省博士后基金等3项省部级科研项目,CCF-腾讯犀牛鸟基金等横向课题。
连续从事数据挖掘与知识发现领域研究工作十余年,在包括《IEEE Transactions on Knowledge and Data Engineering》、Elsevier《Pattern Recognition》、Springer《Knowledge and Information Systems》、Elsevier《Knowledge-Based Systems》、IEEE ICDM、ACM CIKM、《中国科学:信息科学》、《软件学报》等在内的国际期刊、会议及国内主流期刊上发表学术论文50余篇,其中SCI检索论文30余篇。以第二完成人身份获陕西省自然科学优秀学术论文三等奖1项,以及陕西省高等学校科学技术一等奖1项。
研究方向:大规模图数据挖掘;文本挖掘;社会网络分析;城市计算。
科研项目:
(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
学术集科研成果、专利、论文:
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] Zhou Yang, Heli Sun(共同第一作者), Jianbin Huang, Zhongbin Sun, Hui Xiong, Shaojie Qiao, Ziyu Guan and Xiaolin Jia. An Efficient Destination Prediction Approach Based on Future Trajectory Prediction and Transition Matrix Optimization, IEEE Transactions on Knowledge and Data Engineering, 2018. DOI: 10.1109/TKDE.2018.2883938.
[2] Heli Sun, Hongxia Du, Jianbin Huang, Yang Li, Zhongbin Sun, Liang He, Xiaolin Jia, Zhongmeng Zhao. Leader-aware Community Detection in Complex Networks. Knowledge and Information Systems. 2019.(已录用)
[3] 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.
[4] Heli Sun, Hongxia Du, Jianbin Huang, Zhongbin Sun, Liang He, Xiaolin Jia, Zhongmeng Zhao. Detecting semantic-based communities in node-attributed graphs. Computational Intelligence. 2018: 1–24.
[5] Heli Sun, Jiao Liu, Jianbin Huang, Guangtao Wang, LinkLPA: A link-based label propagation algorithm for overlapping community detection in networks,Computational Intelligence. 2017,33 (2), 308-331.
[6] 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.
[7] 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.
[8] 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.
[9] 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.
[10] 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).
[11] 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.
[12] 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).
[13] 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.
[14] 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.
[15] 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.
[16] Jianbin Huang,Heli Sun, Yaguang Liu, Qinbao Song, Tim Weninger, Towards Online Multiresolution Community Detection in Large-Scale Networks,PLos One, 2011, 6(8).
[17] 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.
[18] 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:
[19] 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).
[20] 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] 孙鹤立,陈川,岳亚丁,贺鹏,管刚,黄健斌,吕泽,钟翔,一种建立社交组的方法和装置,中国, CN 104052651 B.
[2] 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, CN201210073291.8..
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, CN201110346312.4.
联系电话:82668645-737
电子邮箱:hlsun@xjtu.edu.cn
个人主页:http://gr.xjtu.edu.cn/web/hlsun