教师名录
李旭涛
通讯地址:
电子邮件:lixutao@hit.edu.cn
联系电话:

个人简介

https://sites.google.com/site/xutaoli2014/

研究方向

数据挖掘、机器学习、社交网络分析、推荐系统、多模态/张量数据挖掘

教育经历

2009.09-2014.01  哈尔滨工业大学深圳研究生院,计算机科学与技术学院,工学博士
2007.09-2009.07  哈尔滨工业大学深圳研究生院,计算机科学与技术学院,工学硕士
2003.09-2007.07  兰州大学,计算机科学与技术学院,工学学士

研究与工作经历

2015.09-至今  哈尔滨工业大学深圳研究生院,副教授
2013.11-2015.09  新加坡南洋理工大学,博士后

专业资质与学术兼职

审稿人  Numerical Linear Algebra with Applications (NLA)
审稿人  IEEE Transactions on Knowledge and Data Engineering (TKDE)
评审人  Research Grants Council Hong Kong (RGC HK)
审稿人  International Conference on Web-Age Information Management (WAIM 2014-2015)
审稿人  International AAAI Conference on Web and Social Media (ICWSM 2014)
审稿人  Conference on Empirical Methods in Natural Language Processing (EMNLP 2014-2015)
审稿人  ACM Transactions on Information Systems
审稿人  IEEE Intelligent Systems
PC Member  Advanced Data Mining and Applications (2017)
审稿人  Journal of the Association for Information Science and Technology

科研项目

2015~2017  大数据挖掘测试技术研究 主持
2017~2019  国家自然科学基金(青年)“基于多异质图融合的兴趣点推荐关键技术研究” 主持

科研成果及奖励

2015  哈尔滨工业大学青年拔尖人才计划
2016  深圳市孔雀计划C类

论文及著作

[25] Xutao Li, Michael K. Ng, Yunming Ye, Ke Wang, Xiaofei Xu. “Block Linear Discriminant Analysis for Visual Tensor Objects with Frequency or Time Information”. Journal of Visual Communication and Image Representation, 2017.

[24] Shaokai Wang, Ke Wang, Xutao Li, Yunming Ye, Raymond Lau, Xiaolin Du. "Multi-view learning via multiple graph regularized generative model". Knowledge-Based Systems, 121: 153-162,2017.

[23] Xutao Li, Michael K. Ng, Gao Cong, Yunming Ye, Qingyao Wu. "MR-NTD: Manifold Regularization Nonnegative Tucker Decomposition for Tensor Data Dimension Reduction and Representation". IEEE Transactions on Neural Networks and Learning Systems(TNNLS), 2017.

[22] Pham Nguyen Tuan-Anh, Xutao Li, Gao Cong, Zhenjie Zhang."A General Recommendation Model for Heterogeneous Networks". IEEE Transactions on Knowledge and Data Engineering (TKDE), 2016. (CCF A 类)

[21] Shaokai Wang, Xutao Li, Yunming Ye, Xiaohui Huang, Yan Li. "Multi-Attribute and Relational Learning via Hypergraph Regularized Generative Model". Neurocomputing, DOI: 10.1016/j.neucom.2016.06.003, 2016.

[20] Shaokai Wang, Yunming Ye, Xutao Li, Xiaohui Huang, Raymond Y.K. Lau. "Semi-Supervised Collective Classification in Multi-Attribute Network Data". Neural Processing Letters, DOI:10.1007/s11063-016-9517-y, 2016.

[19] Xutao Li, Yunming Ye, Michael K. Ng. "MultiVCRank with Applications to Image Retrieval". IEEE Transactions on Image Processing (TIP), Vol. 25, No.3, pp. 1396-1409, 2016. (CCF A 类, IF=3.625)

[18] Xutao Li, Michael K. Ng, Yunming Ye. "MultiComm: Finding Community Structure in Multi-Dimensional Networks". IEEE Transactions on Knowledge and Data Engineering, Vol. 4, No.26, pp.929-941, 2014. (CCF A类,JCR 1区, IF=1.892)

[17] Xutao Li, Yunming Ye, Michael K. Ng, Qingyao Wu. "MultiFacTV: Module Detection from Higher-order Time Series Biological Data". BMC Genomics, 14(Suppl 4):S2, 2014. (JCR 1区,IF=4.397)

[16] Xutao Li, Yunming Ye, Mark Junjie Li, Michael K. Ng. "On cluster tree for nested and multi-density data clustering". Pattern Recognition, Vol. 43, No. 9, pp. 3130-3143, 2010. (CCF B类,JCR 1区, IF=2.632)

[15] Xutao Li, Wen Li, Michael K. Ng and Yunming Ye. "On Multivariate Markov Chains for Common and Non-common Objects in Multiple Networks". Numerical Mathematics: Theory, Methods and Applications, Vol. 5, No. 3, pp. 384-402, 2012. (JCR 2区,IF=0.772)

[14] Xutao Li, Michael K. Ng. "Solving Sparse Tensor Equations: Algorithms and Applications". Frontiers of Mathematics in China. DOI 10.1007/s11464-014-0377-3,pp. 1-32, 2014.(JCR 3 区, IF=0.323)

[13] Xutao Li, Michael K. Ng. and Yunming Ye. "Finding Stationary Probability Vector of a Transition Probability Tensor Arising from a Higher-order Markov Chain". Technical Report at ICM in Hong Kong Baptist University, 8 February 2011.

[12] Chuan Chen, Xutao Li, Michael K. Ng, Xiaoming Yuan. "Total Variation Based Tensor Decomposition for Multi-dimensional Data with Time Dimension". Numerical Linear Algebra with Applications, accepted, to appear, 2015. (JCR 1区, IF=1.202)

[11] Yunming Ye, Qingyao Wu, Joshua Zhexue Huang, Michael K. Ng, Xutao Li. "Stratified sampling for feature subspace selection in random forests for high dimensional data". Pattern Recognition, Vol. 46, No. 3, pp. 769-787, 2013. (CCF B类,JCR 1区, IF=2.632)

[10] Qingyao Wu, Michael K. Ng, Yunming Ye, Xutao Li, Ruichao Shi, Yan Li. "Multi-label collective classification via Markov chain based learning method". Knowledge Based Systems, Vol 63, 1-14, 2014. (JCR 1区, IF=4.104)

[9] Yang Liu, Xutao Li, Zhiping Liu, Luonan Chen, Michael K. Ng. "Construction and Analysis of SNP-SNP Interaction Networks". IET Systems Biology, Vol 5. No. 7, 2013. (JCR 2区,IF=1.535)

[8] Qingyao Wu, Kuiming Tan, Xutao Li, Huaqing Min, Ning Sun, NMFE-SSCC: Non-negative Matrix Factorization Ensemble for Semi-supervised Collective Classification, Knowledge-Based Systems, 2015. (JCR 1 区,IF=4.104)

[7] Yixiang Fang, Haijun Zhang, Yunming Ye, Xutao Li. "Detecting Hot Topics from Twitter: A Multi-Viewer Approach". Journal of Information Science, DOI: 10.1177/01655515145416, pp. 1-16, 2014. (JCR 2区,IF=1.238)

[6] Yanfeng Zhang, Xiaofei Xu, Yingqun Liu, Xutao Li, Yunming Ye. "A Novel Decision Cluster Classifier with Nested Agglomerative K-Means." Journal of Internet Technology. Vol 1, No. 14, pp.145-151, 2013. (JCR 4区,IF=0.481)

[5] Xiaohui Huang, Xiaofeng Zhang, Yunming Ye, S. Deng, Xutao Li. "A Topic Detection Approach Through Hierarchical Clustering on Concept Graph". Applied Mathematics & Information Science, No. 6, Vol. 7, 2013. (JCR3区, IF=0.731)

[4] Yunming Ye, Xutao Li, Biao Wu, Yan Li. "A comparative study of feature weighting methods for document co-clustering". International Journal of Information Technology, Communications and Convergence, Vol. 1, No. 2, 206-220, 2011.

[3] Yuanyuan Wang, Yunming Ye, Xutao Li, Michael K. Ng and Joshua Zhexue Huang. "Hierarchical Information Theoretical Co-clustering For High Dimensional Data". International Journal of Innovative Computing, Information and Control, Vol. 7, No. 1, pp.487-500, 2011.

[2] Yanfeng Zhang, Xutao Li, Yunming Ye, Xiaofei Xu, Shengchun Deng. "Information-theoretic Agglomerative K-means". Information Technology Journal, Vol. 10, No. 12, 2011.

[1] Qingyao Wu, Jian Chen, Shen-Shyang Ho, Xutao Li, Huaqing Min, Chao Han. Multi-label Regularized Generative Model for Semi-Supervised Collective Classification in Large-Scale Networks. Big Data Research, 2015.

会议论文及发表演说

[12] Shaokai Wang, Xutao Li ,Yunming Ye, Yan Li, Xiaohui Huang, Xiaolin Du. "A generative model with hypergraph regularizers for protein function prediction". 2017 International Joint Conference on Neural Networks(IJCNN), pp.1289-1296, 2017. (CCF C类)

[11] Zhizhao Huang, Yunming Ye, Xutao Li, Feng Liu. "Joint Weighted Nonnegative Matrix Factorization for Mining Attributed Graphs".Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), pp.368-380, 2017. (CCF C类)

[10] Tuan-Anh Nguyen Pham, Xutao Li, Gao Cong. "A General Model for Out-of-town Region Recommendation". the 26th World Wide Web Conference(WWW), 2017. (CCF A 类)

[9] Xutao Li, Yunming Ye, Xiaofei Xu. "Low-Rank Tensor Completion with Total Variation for Visual Data Inpainting." the 31st AAAI conference on Artificial Intelligence (AAAI), 2017. (CCF A 类)

[8] Xutao Li, Gao Cong, Xiaoli Li, Pham Nguyen Tuan Anh, Shonali Priyadarsini Krishnaswamy." Rank-GeoFM: A Ranking based Geographical Factorization Method for Point of Interest Recommendation". International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2015. (CCF A类,regular paper)

[7] Xutao Li, Tuan-Anh Nguyen Pham, Gao Cong, Quan Yuan, Xiao-Li Li, Shonali Krishnaswamy. "Where you Instagram? Associating Your Instagram Photos with Points of Interest". ACM International Conference on Information and Knowledge Management (CIKM), 2015. (CCF B 类, regular paper)

[6] Shanshan Feng, Xutao Li, Yifeng Zeng, Gao Cong, Yeow Meng Chee, Quan Yuan. "Personalized Ranking Metric Embedding for Next New POI Recommendation". International Joint Conference on Artificial Intelligence (IJCAI), 2015. (CCF A类, regular paper)

[5] Pham Nguyen Tuan-Anh, Xutao Li, Gao Cong, Zhenjie Zhang."A General Graph-based Model for Recommendation in Event-based Social Networks". International Conference on Data Engineering (ICDE), 2015. (CCF A 类, regular paper)

[4] Michael K. Ng, Xutao Li and Yunming Ye. "MultiRank: co-ranking for objects and relations in multi-relational data". In proceeding of 17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD), pp. 1217-1225, 2011. ( CCF A类, regular paper)

[3] Xutao Li, Michael K. Ng, Yunming Ye. "HAR: Hub, Authority and Relevance Scores in Multi-Relational Data for Query Search". In proceeding of 12th SIAM International Conference on Data Mining (SDM), pp. 141-152, 2012. (CCF B类, regular paper)

[2] Xutao Li, Yunming Ye, Qingyao Wu, Michael K. Ng. "MultiFacTV: Finding Modules from Higher-order Gene Expression Profiles with Time Dimension", IEEE Conference on BioInformation and BioMedicine (BIBM), pp.1-6, 2012. (CCF B类, regular paper)

[1] Yunming Ye, Xutao Li, Biao Wu, Yan Li. "Feature Weighting Information-Theoretic Co-Clustering for Document Clustering". International Conference on Computer Science and Its Applications, pp. 1-6, 2009.

任教和任导师经历

2017年春 社交网络分析  
最后更新:2017-08-25 14:38:44