张忠元
教授💁🏼♀️，博士生导师，获吴文俊人工智能科学技术奖
职务 无
地址: 北京市海淀区K8凯发南路39号，100081
电话:
传真:
电邮: zhyuanzh AT gmail.com
个人主页: http://zhongyuanzhang.github.io/
研究方向
1. 深度学习 2. 复杂网络分析
教育背景
2005年09月-2008年07月 中科院数学与系统科学研究院 获理学博士学位
2002年09月-2005年07月 大连理工大学 获理学硕士学位
1998年09月-2002年07月 辽宁师范大学 获理学学士学位
工作经历
2015年11月至今 北京K8凯发平台娱乐代理官方网站 凯发平台 教授
2014年5月 至今 北京K8凯发平台娱乐代理官方网站 凯发平台 博士生导师
2010年10月-2015年10月 北京K8凯发平台娱乐代理官方网站 统计K8凯发 副教授
2008年07月-2010年09月 北京K8凯发平台娱乐代理官方网站 统计K8凯发 讲师
书的一章
Zhong-Yuan Zhang,Nonnegative Matrix Factorization: Models, Algorithms and Applications ,Book Chapter in《DATA MINING: Foundations and Intelligent Paradigms--2》, 2011.
学术论文
CCEGAN: Enhancing GAN clustering through contrastive clustering ensemble☝🏼，J Yan, J Liu, Y Chen, T You, XK Ma, ZY Zhang, Information Sciences 692，121663，2025
SDA-FC: Bridging federated clustering and deep generative model🧑🏽🎄，J Yan，J Liu🐷，YZ Ning, ZY Zhang, Information Sciences 681, 121203, 2024
Joint non-negative matrix factorization for community structures detection in signed networks, ZY Zhang, C Yan, HM Cheng, X Liu, Journal of Complex Networks 10 (3), cnac016, 2022
Community detection combining topology and attribute information, DD Lu, J Qi, J Yan, ZY Zhang, Knowledge and Information Systems 64 (2), 537-558, 2022
Optimizing modularity with nonnegative matrix factorization, Z Chang, ZY Zhang, H Cheng, C Yan, X Yin, International Journal of Modern Physics C 32 (11), 2150142, 2021
Analysis on utilization of Beijing local roads using taxi GPS data, HM Cheng, SY Li, YZ Ning, X Chen, R Pan, ZY Zhang, Physica A: Statistical Mechanics and its Applications 545, 123570, 2020
Effects of social network structures and behavioral responses on the spread of infectious diseases, YZ Ning, X Liu, HM Cheng, ZY Zhang, Physica A: Statistical Mechanics and its Applications 539, 122907, 2020
Evaluation of community detection methods, X Liu, HM Cheng, ZY Zhang, IEEE Transactions on Knowledge and Data Engineering 32 (9), 1736-1746, 2019
On equivalence of likelihood maximization of stochastic block model and constrained nonnegative matrix factorization, ZY Zhang, Y Gai, YF Wang, HM Cheng, X Liu, Physica A: Statistical Mechanics and its Applications 503, 687-697, 2018
Evolving the attribute flow for dynamical clustering in signed networks, HJ Li, Z Bu, Y Li, ZY Zhang, Y Chu, G Li, J Cao, Chaos, Solitons & Fractals 110, 20-27, 2018
An integrative framework for protein interaction network and methylation data to discover epigenetic modules, X Ma, P Sun, ZY Zhang, IEEE/ACM Transactions on Computational Biology and Bioinformatics 16 (6), 2018
Community detection in complex networks using link prediction, HM Cheng, YZ Ning, Z Yin, C Yan, X Liu, ZY Zhang, Modern Physics Letters B 32 (01), 1850004, 2018
Multiple network algorithm for epigenetic modules via the integration of genome-wide DNA methylation and gene expression data, X Ma, Z Liu, ZY Zhang, X Huang, W Tang, BMC Bioinformatics 18 (1), 1-13, 2017
Inverse resolution limit of partition density and detecting overlapping communities by link-surprise, J Lee, ZY Zhang, J Lee, BR Brooks, YY Ahn, Scientific Reports 7 (1), 12399, 2017
Effectiveness of rapid rail transit system in Beijing, HM Cheng, YZ Ning, X Ma, X Liu, ZY Zhang, PloS One 12 (7), e0180075, 2017
Tao You, Hui-Min Cheng, Yi-Zi Ning, Ben-Chang Shia,Zhong-Yuan Zhang,Community detection in complex networks using density-based clustering algorithm and manifold learning,Physica A: Statistical Mechanics and its Applications464 (15) 2016: 221–230 (SCI)
Zhong-Yuan Zhang, Yong-Yeol Ahn,Community detection in bipartite networks using weighted symmetric binary matrix factorization,International Journal of Modern Physics C26 (9) 2015: 1550096 (SCI)
Zhong-Yuan Zhang, Kai-Di Sun, Si-Qi Wang,Enhanced Community Structure Detection in Complex Networks with Partial Background Information,Scientific Reports3 2013: 3241 (SCI)
Zhong-Yuan Zhang, Yong Wang, Yong-Yeol Ahn,Overlapping community detection in complex networks using symmetric binary matrix factorization,Physical Review E,87 (6) 2013: 062803 (SCI)
Zhong-Yuan Zhang, Tao Li, Chris Ding, Jie Tang, A NMF-framework for Unifying Posterior Probabilistic Clustering and Probabilistic Latent Semantic Indexing, Communications in Statistics-Theory and Methods, 43 (19) 2014: 4011-4024. (SCI)
Zhong-Yuan Zhang, Tao Li, Chris Ding,Non-negative Tri-Factor Tensor Decomposition with Applications,Knowledge and Information Systems,34 (2) 2013: 243-265 (SCI)
Zhong-Yuan Zhang,Community structure detection in complex networks with partial background information, EPL (Europhysics Letters), 101 (4), 2013. (SCI)
Zhong-Yuan Zhang,Community Structure Detection in Social Networks Based on Dictionary Learning,Science China: Information Science, 2011, DOI: 10.1007/s11432-011-4319-3. (SCI)
Zhong-Yuan Zhang,Divergence Functions of Nonnegative Matrix Factorization: A Comparison Study,Communications in Statistics - Simulation and Computation, 2011, DOI: 10.1080/03610918.2011.589734. (SCI)
Zhong-Yuan Zhang, Tao Li, Chris Ding, Xian-Wen Ren, and Xiang-Sun Zhang,Binary Matrix Factorization for Analyzing Gene Expression Data,Data Mining and Knowledge Discovery,2010. (SCI)
Zhong-Yuan Zhang, Tao Li, Chris Ding and Xiang-Sun Zhang, Binary matrix factorization with applications,Proc.IEEE Int'l Conf. on Data Mining 2007 (ICDM'07),page: 391-400. (Accept Rate: 7%)
张忠元,基于字典学习的网络社团结构探测算法,中国科学🤜🏿：信息科学, 41 (11), 2011: 1343-1355.
所授课程
数据挖掘🪗，统计软件
学术服务
1. Communications in Statistics—Theory and Methods,Data Mining and Knowledge Discovery,Knowledge and Information Systems,Bioinformatics, Scientific Reports, Physica A等期刊匿名审稿人.
2. 中国计算机学会高级会员
荣誉与奖励
1. 吴文俊人工智能科学技术奖自然科学奖二等奖，2025
2. 甘肃省自然科学奖三等奖👨🏿🚀，2023
3. 陕西高等学校科学技术研究优秀成果奖一等奖👨🦽➡️，2022.
4. 第十二届北京市统计科研优秀成果三等奖，2014.
5. 北京K8凯发平台娱乐代理官方网站涌金优秀学术奖🆎，2014.
6. 北京K8凯发平台娱乐代理官方网站成心优秀学术奖，2013.
7. 第十一届全国统计科研优秀成果三等奖，2012.
8. 北京市第十一届统计科研优秀论文奖(共九篇,两年评选一次)，2012.
9. 北京K8凯发平台娱乐代理官方网站青年教师基本功大赛优秀奖, 2011.
10. 北京K8凯发平台娱乐代理官方网站教书育人先进个人, 2011.
11. 第十届全国统计科研优秀成果二等奖, 2010.
12. 北京K8凯发平台娱乐代理官方网站十佳班主任, 2009.
