张忠元

教授 博士生导师

职务 无

地址:北京市海淀区学院南路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.数据挖掘

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

工作经历

2015年11月至今 中央财经大学 统计与数学学院 教授

2014年5月 至今 中央财经大学 统计与数学学院 博士生导师

2010年10月-2015年10月 中央财经大学 统计学院 副教授

2008年07月-2010年09月 中央财经大学 统计学院 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

1. 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

2. Community detection combining topology and attribute information, DD Lu, J Qi, J Yan, ZY Zhang, Knowledge and Information Systems 64 (2), 537-558, 2022

3. 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

4. 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

5. 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

6. Evaluation of community detection methods, X Liu, HM Cheng, ZY Zhang, IEEE Transactions on Knowledge and Data Engineering 32 (9), 1736-1746, 2019

7. 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

8. 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

9. 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

10. 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

11. 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

12. 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

13. 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

1. 回归分析

2. 运筹学

3. 数学分析

4. 统计学

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. 第十二届北京市统计科研优秀成果三等奖，2014.

2. 中央财经大学涌金优秀学术奖，2014.

3. 中央财经大学成心优秀学术奖，2013.

4. 第十一届全国统计科研优秀成果三等奖，2012.

5. 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

6. 中央财经大学青年教师基本功大赛优秀奖, 2011.

7. 中央财经大学教书育人先进个人, 2011.

8. 第十届全国统计科研优秀成果二等奖, 2010.

9. 中央财经大学十佳班主任, 2009.