个人介绍

Self-introduction

胡伦,中国科学院新疆理化技术研究所研究员,博士生导师。学术研究聚焦于机器学习、大数据分析以及生物信息方向,在IEEE TKDE、IEEE TFS、IEEE TCYB、IEEE TSC、IEEE/ACM TCBB、Briefing in Bioinformatics和Bioinformatics 等国际重要期刊及会议上已累计发表40余篇论文。先后主持国家自然科学基金、湖北省自然科学基金、新疆自治区杰出青年人才、中科院高层次人才计划等多项国家及省部级项目。研究成果在大规模复杂网络数据分析与挖掘基础理论和关键技术方面具有一定的先进性和创新性。担任PLOS ONE 和Frontiers in Neurorobotics 编委。

发表论文

Published Papers
[1] Zhenfeng Li, Lun Hu(胡伦,通讯作者), Zehai Tang, Chen Zhao, “Predicting HIV-1 Protease Cleavage Sites With Positive-Unlabeled Learning”, Frontiers in Genetics, 12: 456, 2021.

[2] Lun Hu, Xiaojuan Wang, Pengwei Hu, Yu-An Huang, Zhu-Hong You, “A Survey on Computational Models for Predicting Protein-protein Interactions,” Briefings in Bioinformatics, 2021.

[3] Lun Hu, Xiangyu Pan, Hong Yan, Pengwei Hu, Tiantian He, “Exploiting Higher-order Patterns for Community Detection in Attributed Graphs,” Integrated Computer-Aided Engineering, 28(2), pp. 207-218, 2021.

[4] Lun Hu, Jun Zhang, Xiangyu Pan, Zhu-Hong You, “HiSCF: leveraging higher-order structures for clustering analysis in biological networks,” Bioinformatics, 2020.

[5] Lun Hu, Shicheng Yang, Xin Luo, MengChu Zhou, “An Algorithm of Inductively Identifying Clusters from Attributed Graphs,” IEEE Transactions on Big Data, 2020.

[6] Lun Hu, Pengwei Hu, Xiaohui Yuan, Xin Luo, Zhu-Hong You, “Incorporating the Coevolving Information of Substrates in Predicting HIV-1 Protease Cleavage Sites,” IEEE/ACM Transactions on Computational Biology and Bioinformatics, 17(6), pp. 2017-2028, 2020.

[7] Lun Hu, Keith C. C. Chan, Xiaohui Yuan, Shengwu Xiong, “A variational Bayesian framework for cluster analysis in a complex network,” IEEE Transactions on Knowledge and Data Engineering, 32(11), pp. 2115-2128, 2020.

[8] Xin Luo, MengChu Zhou, Shuai Li, Lun Hu(胡伦,共同第一), Mingsheng Shang, “Non-Negativity Constrained Missing Data Estimation for High-Dimensional and Sparse Matrices from Industrial Applications,” IEEE Transactions on Cybernetics, 50(5), pp. 1844-1855, 2020.

[9] Lun Hu, Xiaohui Yuan, Xing Liu, Shengwu Xiong, Xin Luo, “Efficiently Detecting Protein Complexes from Protein Interaction Networks via Alternating Direction Method of Multipliers,” IEEE/ACM Transactions on Computational Biology and Bioinformatics, 16(6), pp. 1922-1935, 2019.

[10] Tiantian He, Lun Hu(胡伦,共同第一), Keith C. C. Chan, Pengwei Hu, “Learning Latent Factors for Community Identification and Summarization,” IEEE Access, 6, 30137-30148, 2018.

[11] Lun Hu, Xiaohui Yuan, Pengwei Hu, Keith C. C. Chan, “Efficiently predicting large-scale proteinprotein interactions using MapReduce,” Computational Biology and Chemistry, 69, 202-206, 2017.

[12] Lun Hu, Keith C. C. Chan, “Extracting Coevolutionary Features from Protein Sequences for Predicting Protein-Protein Interactions,” IEEE/ACM Transactions on Computational Biology and Bioinformatics, 14(1), pp. 155-166, 2017.

[13] Lun Hu, Keith C. C. Chan, “Fuzzy clustering in a complex network based on content relevance and link structures,” IEEE Transactions on Fuzzy Systems, 24(2), pp. 456-470, 2016.

[14] Lun Hu, Keith C. C. Chan, “A density-based clustering approach for identifying overlapping protein complexes with functional preferences,” BMC Bioinformatics, 16(1), 174, 2015.

[15] Lun Hu, Keith C. C. Chan, “Discovering variable-length patterns in protein sequences for protein-protein interaction prediction,” IEEE Transactions on Nanobioscience, 14(4), 409-416, 2015.

[16] Lun Hu, Keith C. C. Chan, “Utilizing both topological and attribute information for protein complex identification in PPI networks,” IEEE/ACM Transactions on Computational Biology and Bioinformatics, 10(3), 780-792, 2013.