Name: Zhiwen Yu
Introduction:
Room B3 A-102
School of Computer Science & Engineering
South China University of Technology
Guangzhou Higher Education Mega Centre
510006, Guangzhou
P. R. China
Tel: 8620-39380288
E-mail: zhwyu@scut.edu.cn
Academic Qualifications
2015.09－now Professor School of Computer Science & Engineering, SCUT
2012.06－2015.08 Professor (Temporary) School of Computer Science & Engineering, SCUT
2010.09－2012.05 Associate Professor School of Computer Science & Engineering, SCUT
2009.09－2010.08 Lecture School of Computer Science & Engineering, SCUT
2005.01－2008.02 Ph.D. City University of Hong Kong
2001.09－2004.07 M.S. Sun Yat-Sen University
1997.09－2001.07 B.S. Sun Yat-Sen University
Areas of Professional Interest
Artificial intelligence, machine learning, data mining, pattern recognition
Scientific Honors and Professional Services
Senior Member, IEEE
Senior member, ACM
Distinguished member, CCF
Publications
Selected Journal Papers
(1)Zhiwen Yu, Zongqiang Kuang, Jiming Liu, Hongsheng Chen, Jun Zhang, Jane You, Hau-San Wong, Guoqiang Han, “Adaptive ensembling of semi-supervised clustering solutions”, IEEE Transactions on Knowledge and Data Engineering, 2017.
(2)Zhiqiang Wang, Zhiwen Yu, C. L. Philip Chen, Jane You, Tianlong Gu Hau-San Wong, Jun Zhang, “Clustering by Local Gravitation”, IEEE Transactions on Cybernetics, 2017.
(3)Zhiwen Yu,Ye Lu, Jun Zhang,Jane You,Hau-San Wong, Yide Wang, Guoqiang Han, Progressive semi-supervised learning of multiple classifiers, IEEE Transactions on Cybernetics, 2017. (Accepted)
(4)Zhiwen Yu, Zhiqiang Wang, Jane You, Jun Zhang, Jiming Liu, Hau-San Wong, and Guoqiang Han, A New Kind of Nonparametric Test for Statistical Comparison of Multiple Classifiers Over Multiple Datasets, IEEE Transactions on Cybernetics, 2016 (DOI: 10.1109/TCYB.2016.2611020)
(5)Zhiwen Yu, Xianjun Zhu, Hau-San Wong, Jane You, Jun Zhang, Guoqiang Han, “Distribution based Cluster Structure Selection”, IEEE Transactions on Cybernetics, 2016 (DOI: 10.1109/TCYB.2016.2569529).
(6) Zhiwen Yu, Peinan Luo, Jane You, Hau-San Wong, Hareton Leung, Si Wu, Jun Zhang, Guoqiang Han，Incremental Semi-supervised Clustering Ensemble for High Dimensional Data Clustering, IEEE Transactions on Knowledge and Data Engineering, vol. 28, no. 3, pp. 701-714, 2016.
(7)Zhiwen Yu, Hantao Chen, Jane You, Hareton Leung, Jiming Liu, Guoqiang Han, “Hybrid K Nearest Neighbor Classifier”, IEEE Transactions on Cybernetics, vol. 46, no. 6, pp. 1263-1275, 2016.
(8)Zhiwen Yu, Le Li, Jiming Liu, Jun Zhang, Guoqiang Han, Adaptive Noise Immune Cluster Ensemble Using Affinity Propagation, IEEE Transactions on Knowledge and Data Engineering, vol. 27, no. 12, pp. 3176-3189, 2015.
(9)Zhiwen Yu, Hantao Chen, Jane You, Hau-San Wong, Jiming Liu, Guoqiang Han, Le Li, Adaptive Fuzzy Consensus Clustering Framework for Clustering Analysis of Cancer Data, IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 12, no. 3, pp. 568-582, 2015.
(10) Zhiwen Yu, Le Li, Jiming Liu, Guoqiang Han, Hybrid Adaptive Classifier Ensemble, IEEE Transactions on Cybernetics, vol. 42, no. 2, pp. 177-190. 2015.
(11) Zhiwen Yu, Hongsheng Chen, Jane You, Hau-San Wong, Jiming Liu, Le Li, Guoqiang Han, Double Selection based Semi-Supervised Clustering Ensemble for Tumor Clustering from Gene Expression Profiles, IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 11, no. 4, pp. 727-740, 2014 .
(12) Zhiwen Yu, Hantao Chen, Jane You, Guoqiang Han, Le Li, Hybrid Fuzzy Cluster Ensemble Framework for Tumor Clustering from Bio-molecular Data, IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 10, no. 3, pp. 657-670, 2013.
(13) Zhiwen Yu, Le Li, Jane You, Guoqiang Han, SC3: Triple spectral clustering based consensus clustering framework for class discovery from cancer gene expression profiles, IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol.9, no.6, pp.1751-1765, 2012.
(14)Zhiwen Yu, Jane You, Le Li, Hau-San Wong, Guoqiang Han, Representative distance: a new similarity measure for Class Discovery from Gene Expression Data, IEEE Transactions on NanoBioScience , vol.11, no.4, pp.341-351, 2012
(15)Zhiwen Yu, Hau-San Wong, Dingwen Wang, Ming Wei, “Neighborhood Knowledge-based Evolutionary Algorithm for Multiobjective Optimization Problems”, IEEE Transactions on Evolutionary Computation, Vol.15, no.6, pp. 812-831, 2011.
(16) Zhiwen Yu, Hau-San Wong, Jane You, Qinmin Yang, Hongying Liao, “Knowledge based Cluster Ensemble for Cancer Discovery from Biomolecular Data”, IEEE Transactions on NanoBioScience, vol.10, no.2, pp.76-85, 2011
(17)Zhiwen Yu, Zhongkai Deng, Hau-San Wong, and Lirong Tan. “Identifying Protein Kinase-specific Phosphorylation Sites Based on the Bagging-Adaboost Ensemble Approach.” IEEE Transactions on NanoBioScience, Vol.9, no.2, pp.132-143, 2010.
(18)Zhiwen Yu, Hau-San Wong. “Class Discovery from Gene Expression Data based on Perturbation and Cluster Ensemble”. IEEE Transactions on NanoBioScience, Vol.8, no.2, pp.147-160, 2009.
(19) Zhiwen Yu, and Hau-San Wong. “A rule based technique for extraction of visual attention regions based on real-time clustering”. IEEE Transactions on Multimedia. vol.9, no. 4, pp. 766-784, June, 2007.
(20)Si Wu, Hau-San Wong, and Zhiwen Yu, A Bayesian Model for Crowd Escape Behavior Detection, IEEE Transactions on Circuits and Systems for Video Technology, vol. 24, no. 1, pp. 85-98, 2014.
(21).Xian-Fa Cai, Jia Wei, Guihua Wen, Zhiwen Yu, Local and Global Preserving Semisupervised Dimensionality Reduction Based on Random Subspace for Cancer Classification, IEEE Journal of Biomedical and Health Informatics (原TITB), vol. 18, no. 2, pp. 500-507, 2014.
(22)Guoxian Yu, Huzefa Rangwala, Carlotta Domeniconi, Guoji Zhang, Zhiwen Yu, “Protein Function Prediction with Incomplete Annotations”, IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 11, no. 3, pp. 579-591, 2014.
(23)Guoxian Yu, Carlotta Domeniconi, Huzefa Rangwala, Guoji Zhang, Zhiwen Yu, “Protein Function Prediction using Multilabel Ensemble Classification”, IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 10, no. 4, pp. 1045-1057, 2013.
(24)Shaohong Zhang, Hau-San Wong, Zhiwen Yu, and Horace H.S. Ip. “Hybrid Associative Retrieval of Three-Dimensional Models”. IEEE Transactions on Systems, Man and Cybernetics -Part B: Cybernetics. Vol.40, no.6, pp.1582-1595, 2010.
(25)Hau San Wong, Bo Ma, Zhiwen Yu, Pui Fong Yeung, and Horace H.S. Ip. “3D Head Model Retrieval Using a Single Face View Query”. IEEE Transactions on Multimedia. vol. 9, no. 5, pp. 1026-1036, 2007.
(26)Zhiwen Yu, Daxing Wang, Jane You, Hau-San Wong, Si Wu, Jun Zhang, Guoqiang Han, Progressive Subspace Ensemble Learning, Pattern Recognition, vol. 60, pp. 692-705, 2016.
(27) Zhiwen Yu, Le Li, Yunjun Gao, Jane You, Jiming Liu, Hau-San Wong, Guoqiang Han, Hybrid Clustering Solution Selection Strategy, Pattern Recognition, vol. 47, no. 10, pp. 3362-3375, 2014.
(28)Zhiwen Yu, Hau-San Wong, Jane You, Guoxian Yu, Guoqiang Han, “Hybrid Cluster Ensemble Framework based on the Random Combination of Data Transformation Operators”, Pattern Recognition, vol. 45, issue 5, pp.1826-1837, 2012.
(29)Zhiwen Yu, and Hau-San Wong. “Quantization-based Clustering Algorithm”. Pattern Recognition. Vol.43, Issue 8, pp.2698-2711, 2010.
(30) Zhiwen Yu, Le Li, Hau-San Wong, Jane You, Guoqiang Han, Yunjun Gao, Guoxian Yu, Probabilistic Cluster Structure Ensemble, Information Sciences,vol. 267, 16-34, 2014.
(31)Zhiwen Yu, Jane You, Hau-San Wong, Guoqiang Han, From Cluster Ensemble to Structure Ensemble, Information Science, vol.168, pp. 81-99, 2012.
(32)Zhiwen Yu, Hau-San Wong, Jane You, Guoqiang Han, “Visual query processing for efficient image retrieval using a SOM-based filter-refinement scheme”, Information Science, vol.203, pp.83-101, 2012.
(33)Zhiwen Yu, Hau-San Wong and Hongqiang Wang, “Graph-based consensus clustering for class discovery from gene expression data”, Bioinformatics, 23, pp. 2888-2896, 2007.
(34)Zhiwen Yu, Hau-San Wong, Hong Peng, Qianli Ma, “ASM: An Adaptive Simplification Method for 3D Point-based Models”, Computer Aided Design, vol. 42, issue 7, pp. 598-612, 2010.
(35)Zhiwen Yu, Hau-San Wong, Guihua Wen, “A Modified Support Vector Machine and Its Application to Image Segmentation”, Image and Vision Computing, vol.29, issue 1, pp.29-40, 2011.
(36) Zhiwen Yu, Jiming Liu, Xianjun Zhu, Inferring a District-based Hierarchical Structure of Social Contacts from Census Data, plos one, 10 (2), e0118085, 2015. doi: 10.1371/journal.pone.0118085.
(37)Zhiwen Yu, Jiming Liu, Xiaowei Wang, Xianjun Zhu, Daxing Wang, Guoqiang Han, Efficient Vaccine Distribution Based on a Hybrid Compartmental Model, plos one, 11(5):e0155416, 2016.
Projects
(1)Semi-supervised cluster ensemble based on derived distance, CNSF，PI，2016.1-2019.12
(2)Cluster ensemble and its applications for class discovery from cancer gene expression profiles, CNSF，PI，2011.1-2013.12
(3)Class discovery and its applications, the Guangdong Natural Science Funds for Distinguished Young Scholars, PI, 2013.11-2016.11
(4)Ensemble learning and its application, New Century Excellent Talent of Ministry of Education, PI, 2011.1-2013.12
