cv liangyong2018

Professor Liang, Yong
Faculty of Information Technology
 
Office N517a
Tel.+853-8897 2034
E-mail yliang@must.edu.mo
 
Academic Qualification:
Ph.D. in The Chinese University of Hong Kong
Master in Xi’an Jiaotong University
Bachelor in Xi’an Jiaotong University
 
Teaching Area
Principles of databases
Data warehousing and data mining
Database programming
Special topics in new computer technology
 
 
Research Area
Artificial Intelligence, Machine Learning, Big Data, Bioinformatics
 
Working Experience
2014-present          Professor, Faculty of Information Technology, MUST
2009-2014             Associate Professor, Faculty of Information Technology, MUST
2007- 2009            Assitant Professor, Faculty of Information Technolgy, MUST
2004- 2006            Postdoctoral Fellow, The Chinese University of Hong Kong
 
Academic Publication
Liang-Yong Xia, Yu-Wei Wang, De-Yu Meng, Xiao-Jun Yao, Hua Chai,Yong Liang
Descriptor selection via log-sum regularization for the biological activities of chemical structure
International Journal of Molecular Sciences; doi:10.3390/ijms19010030,2018
 
Jing-Rong Wang, Wei-Na Gao, Rudolf Grimm, Shibo Jiang, Yong Liang
A method to identify trace sulfated IgG N-glycans as biomarkers for rheumatoid arthritis
Nature Communacations, 2017
 
Hua Chai, Zi-Na Li, De-Yu Meng, Liang-Yong Xia, Yong Liang
A new semi-supervised learning model combined with Cox and SP-AFT models in cancer survival analysis
Scientific Reports, 2017
 
Pu-Yu Wang· Hai Zhang, Yong Liang
Model selection with distributed SCAD penalty
Journal of Applied Statistics,2017
 
Wei Qu, Yong Liang
Stability and convergence of the Crank-Nicolson scheme for a class of variable-coefficient tempered fractional diffusion equations
Advances in Difference Equations, 2017
 
Hai-Hui Huang,Yong Liang, Xiao-Ying Liu and Hui-Min Li
Molecular pathway identification using a new L1/2 solver and biological network-constrained mode
International Journal of Data Mining and Bioinformatics,2017 
 
Hua Chai, Hai-Hui Huang, Hong-Kun Jiang, Yong Liang and Liang-Yong Xia
Protein-protein interaction network construction for cancer using a new L1/2-penalized Net-SVM model
Genetics and molecular research,2016
 
Yong Liang, Hua Chai, Xiao-Ying Liu, Zong-Ben Xu, Hai Zhang and Kwong-Sak Leung
Cancer survival analysis using semi-supervised learning method based on Cox and AFT models with L1/2 regularization
BMC Med Genomics, 2016
 
Hai-Hui Huang, Yong Liang and Xiao-Ying Liu
Feature Selection and Cancer Classification via Sparse Logistic Regression with the Hybrid L1/2 +2 Regularization
PLoS ONE, 2016
 
Hai-Hui Huang,Yong Liang and Xiao-Ying Liu
Network-based logistic classification with an enhanced L1/2 solver reveals biomarker and subnetwork signatures for diagnosing lung cancer
BioMed Research International,2015
 
Hai-Hui Huang,Xiao-Ying Liu,Yong Liang,Hua Chai and Liang-Yong Xia
Identification of 13 blood-based gene expression signatures to accurately distinguish tuberculosis from other pulmonary diseases and healthy controls
Bio-Medical Materials and Engineering, 2015
 
Hua Chai, Yong Liang, Xiao-Ying Liu
L1/2 regularization approach for survival analysis in the accelerated failure time model
Computers in Biology and Medicine, 2015
 
Xiao-Ying Liu, Yong Liang, Zong-Ben Xu,Hai Zhang andKwong-Sak Leung
Adaptive L1/2 shooting regularization method for survival analysis using gene expression data
The Scientific World Journal, 2014
 
Xin-Ze Luan, Yong Liang, Cheng Liu,Kwong-Sak Leung,Tak-Ming Chan,Zong-Ben Xu,Hai Zhang
A novel L1/2 regularization shooting algorithm for Cox’s proportional hazards model
Soft Computing, 2014
 
Ge-Jin Chu, Yong Liang, Jia-Xuan Wang
Novel harmonic regularization approach for variable selection in Cox's proportional hazards
Computational and Mathematical Methods in Medicine, 2014
 
Bo-Wen Zhang, Hua Chai, Zi-Yi Yang, Yong Liang, Ge-Jin Chu, Xiao-Ying Liu
Application of L1/2 regularization logistic method in heart disease diagnosis
Bio-Medical Materials and Engineering, 2014
 
Yong Liang, Cheng Liu, Xin-Ze Luan
Sparse logistic regression with a L1/2 penalty for gene selection in cancer classification,
BMC bioinformatics, 14:198, 2013
 
Cheng Liu, Yong Liang, Xin-Ze Luan, Zong-Ben Xu and Hai Zhang,
The L1/2 regularization method for variable selection in the Cox’s model
Applied Soft Computing, 2013
 
Hai Zhang,  Yong Liang, Zong-Ben Xu, Xiang-Yu Chang 
Compressive sensing with noise based on SCAD penalty
Acta Mathematica Sinica, 2013
 
Hai Zhang, Yong Liang, Hai-Liang Gou, Zong-Ben Xu
The essential ability of sparse reconstruction of different compressive sensing strategies
Science China. Information Sciences, 2012 
 
Hai Zhang, Zong-Ben Xu, Yao Wang, Xiang-Yu Chang, Yong Liang
A sharp nonasymptotic bound and phase diagram of L1/2 regularization
Acta Mathematica Sinica,2012
 
Zong-Ben Xu, Hai Zhang, Yao Wang, Xiang-Yu Chang, Yong Liang
L1/2 regularization
Science China. Information Sciences,2010
 
Yong Liang and Kwong Sak Leung, Adaptive elitist-population based genetic algorithm for
multimodal function optimization, Applied Soft Computing, Vol.11, no 1,
pp. 2017-2034, 2011
 
Yong LiangKwong Sak Leung and Tony S. K. Mok, Evolutionary Drug Scheduling
Models with Different Toxicity Metabolism in Cancer Chemotherapy, Applied
Soft Computing, Vol.8, no 1, pp. 140-149, 2008
 
Yong Liang, Kwong Sak Leung and Zong Ben Xu, A Novel Splicing/Decomposable Binary
Encoding and Its Operators for Genetic and Evolutionary Algorithms, Applied
Mathematics and ComputationVol. 190, pp. 887-904, 2007
 
S. M. Tse, Yong Liang, Kwong Sak Leung, K. H. Lee and Tony S. K. Mok, A Novel
Memetic Algorithm for Multiple Drugs Cancer Chemotherapy Schedule
Optimization, IEEE Transactions on Systems, Man and Cybernetics - Part B,
Vol.37, no.1, pp. 84-91, 2007
 
Yong Liang, Kwong Sak Leung and Tony S. K. Mok, A Novel Evolutionary Drug
Scheduling Model in Cancer Chemotherapy, IEEE Transactions on Information
Technology in BioMedicine, Vol. 10, no. 2, pp. 237-245, 2006
 
Yong Liang and Kwong Sak Leung, Evolution Strategies with Exclusion-based Selection
Operators and a Fourier Series Auxiliary Function, Applied Mathematics and
Computation, Vol. 174, pp. 1080-1109, 2006
 
Professional Certification and Awards
全國大學生數學建模競賽 優秀指導教師,201112
 
Professional Society Membership
 

Faculty Staff