基本信息
梁勇 男 博导 鹏城实验室
电子邮件： liangy02@pcl.ac.cn
通信地址： 鹏城实验室战略与交叉前沿部F座2408室
邮政编码： 518055
电子邮件： liangy02@pcl.ac.cn
通信地址： 鹏城实验室战略与交叉前沿部F座2408室
邮政编码： 518055
招生信息
招生专业
081203-计算机应用技术
招生方向
人工智能
教育背景
1999-09--2004-02 香港中文大学 博士研究生、博士学位
1996-09--1999-02 西安交通大学 硕士研究生、硕士学位
1992-09--1996-07 西安交通大学 大学本科、学士学位
1996-09--1999-02 西安交通大学 硕士研究生、硕士学位
1992-09--1996-07 西安交通大学 大学本科、学士学位
工作经历
工作简历
2022-02~现在, 鹏城实验室, 研究员
2014-07~2022-02,澳门科技大学, 教授
2009-07~2014-06,澳门科技大学, 副教授
2007-07~2009-06,澳门科技大学, 助理教授
2004-03~2007-06,香港中文大学, 博士后研究员
1999-09~2004-02,香港中文大学, 博士研究生、博士学位
1996-09~1999-02,西安交通大学, 硕士研究生、硕士学位
1992-09~1996-07,西安交通大学, 大学本科、学士学位
2014-07~2022-02,澳门科技大学, 教授
2009-07~2014-06,澳门科技大学, 副教授
2007-07~2009-06,澳门科技大学, 助理教授
2004-03~2007-06,香港中文大学, 博士后研究员
1999-09~2004-02,香港中文大学, 博士研究生、博士学位
1996-09~1999-02,西安交通大学, 硕士研究生、硕士学位
1992-09~1996-07,西安交通大学, 大学本科、学士学位
社会兼职
2021-08-01-今,中国工业与应用数学学会, 理事
2019-04-01-今,澳门科学技术协进会, 副理事长
2015-01-01-2019-12-31,广东省青年科学家学会, 副会长
2011-01-01-今,澳门工业与应用数学学会, 理事长
2019-04-01-今,澳门科学技术协进会, 副理事长
2015-01-01-2019-12-31,广东省青年科学家学会, 副会长
2011-01-01-今,澳门工业与应用数学学会, 理事长
专利与奖励
专利成果
（ 1 ） 一种物理层跨技术通信方法和装置, 2021, 第 5 作者, 专利号: CN112887944A
（ 2 ） 基于小样本的疾病亚型预测方法、系统、装置及介质, 2020, 第 1 作者, 专利号: CN112116957A
（ 3 ） System and method for determining an association of at least one biological feature with a medical condition, 2019, 专利号: US10192642(B2)
（ 4 ） METHOD AND SYSTEM FOR DETERMINING AN ESTIMATED SURVIVAL TIME OF A SUBJECT WITH A MEDICAL CONDITION, 2017, 专利号: US2017329925(A1)
（ 5 ） METHOD AND SYSTEM FOR DETERMINING AN ASSOCIATION OF BIOLOGICAL FEATURE WITH MEDICAL CONDITION, 2017, 专利号: US20170329913(A1)
（ 6 ） METHOD AND SYSTEM FOR DETERMINING AN ASSOCIATION OF BIOLOGICAL FEATURES WITH A MEDICAL CONDITION, 2017, 专利号: US2017329912(A1)
（ 7 ） METHOD AND SYSTEM FOR DETERMINING AN ESTIMATED SURVIVAL TIME OF A SUBJECT WITH A MEDICAL CONDITION, 2017, 专利号: US20170329925(A1)
（ 8 ） METHOD AND SYSTEM FOR DETERMINING AN ASSOCIATION OF BIOLOGICAL FEATURES WITH A MEDICAL CONDITION, 2017, 专利号: US20170329912(A1)
（ 9 ） METHOD AND SYSTEM FOR DETERMINING AN ASSOCIATION OF BIOLOGICAL FEATURE WITH MEDICAL CONDITION, 2017, 专利号: US2017329913(A1)
（ 10 ） SYSTEM AND METHOD FOR DETERMINING AN ASSOCIATION OF AT LEAST ONE BIOLOGICAL FEATURE WITH A MEDICAL CONDITION, 2017, 专利号: US2017329926(A1)
（ 11 ） Low-Rank and Sparse Matrix Decomposition Based on Schatten p=1/2 and L1/2 Regularizations for Separation of Background and Dynamic Components for Dynamic MRI, 2017, 专利号: US2017169563(A1)
（ 12 ） Single image super-resolution method using transform-invariant directional total variation with S½+L½-norm, 2017, 专利号: US9600861(B2)
（ 13 ） Single image super-resolution method using transform-invariant directional total variation with S½+L½-norm, 2017, 专利号: US9600861(B2)
（ 14 ） Semi-Supervised Learning Framework based on Cox and AFT Models with L1/2 Regularization for Patient's Survival Prediction, 2017, 专利号: US2017024529(A1)
（ 15 ） Single Image Super-Resolution Method Using Transform-Invariant Directional Total Variation with S1/2+L1/2-norm, 2017, 专利号: US20170024855(A1)
（ 2 ） 基于小样本的疾病亚型预测方法、系统、装置及介质, 2020, 第 1 作者, 专利号: CN112116957A
（ 3 ） System and method for determining an association of at least one biological feature with a medical condition, 2019, 专利号: US10192642(B2)
（ 4 ） METHOD AND SYSTEM FOR DETERMINING AN ESTIMATED SURVIVAL TIME OF A SUBJECT WITH A MEDICAL CONDITION, 2017, 专利号: US2017329925(A1)
（ 5 ） METHOD AND SYSTEM FOR DETERMINING AN ASSOCIATION OF BIOLOGICAL FEATURE WITH MEDICAL CONDITION, 2017, 专利号: US20170329913(A1)
（ 6 ） METHOD AND SYSTEM FOR DETERMINING AN ASSOCIATION OF BIOLOGICAL FEATURES WITH A MEDICAL CONDITION, 2017, 专利号: US2017329912(A1)
（ 7 ） METHOD AND SYSTEM FOR DETERMINING AN ESTIMATED SURVIVAL TIME OF A SUBJECT WITH A MEDICAL CONDITION, 2017, 专利号: US20170329925(A1)
（ 8 ） METHOD AND SYSTEM FOR DETERMINING AN ASSOCIATION OF BIOLOGICAL FEATURES WITH A MEDICAL CONDITION, 2017, 专利号: US20170329912(A1)
（ 9 ） METHOD AND SYSTEM FOR DETERMINING AN ASSOCIATION OF BIOLOGICAL FEATURE WITH MEDICAL CONDITION, 2017, 专利号: US2017329913(A1)
（ 10 ） SYSTEM AND METHOD FOR DETERMINING AN ASSOCIATION OF AT LEAST ONE BIOLOGICAL FEATURE WITH A MEDICAL CONDITION, 2017, 专利号: US2017329926(A1)
（ 11 ） Low-Rank and Sparse Matrix Decomposition Based on Schatten p=1/2 and L1/2 Regularizations for Separation of Background and Dynamic Components for Dynamic MRI, 2017, 专利号: US2017169563(A1)
（ 12 ） Single image super-resolution method using transform-invariant directional total variation with S½+L½-norm, 2017, 专利号: US9600861(B2)
（ 13 ） Single image super-resolution method using transform-invariant directional total variation with S½+L½-norm, 2017, 专利号: US9600861(B2)
（ 14 ） Semi-Supervised Learning Framework based on Cox and AFT Models with L1/2 Regularization for Patient's Survival Prediction, 2017, 专利号: US2017024529(A1)
（ 15 ） Single Image Super-Resolution Method Using Transform-Invariant Directional Total Variation with S1/2+L1/2-norm, 2017, 专利号: US20170024855(A1)
出版信息
发表论文
（1） Backoff Entropy: Predicting Presaturation Peak for IEEE 802.11 DCF Networks, IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2022, 第 5 作者
（2） Sparse principal component analysis based on genome network for correcting cell type heterogeneity in epigenome-wide association studies, Medical & Biological Engineering & Computing, 2022, 第 11 作者
（3） SMSPL: Robust Multimodal Approach to Integrative Analysis of Multiomics Data, IEEE TRANSACTIONS ON CYBERNETICS, 2022, 第 11 作者
（4） Integrating molecular interactions and gene expression to identify biomarkers and network modules of chronic obstructive pulmonary disease, TECHNOLOGY AND HEALTH CARE, 2022, 第 11 作者
（5） Dynamic Meta-data Network Sparse PCA for Cancer Subtype Biomarker Screening, Frontiers in Genetics, 2022, 第 11 作者
（6） Change detection based on unsupervised sparse representation for fundus image pair, Scientific Reports, 2022, 第 3 作者
（7） Pliable lasso for the multinomial logistic regression, COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2022, 第 3 作者
（8） SLNL: A novel method for gene selection and phenotype classification, International Journal of Intelligent Systems, 2022, 第 11 作者
（9） Predicting Multiple Types of Associations Between miRNAs and Diseases Based on Graph Regularized Weighted Tensor Decomposition, Frontiers in Bioengineering and Biotechnology, 2022, 第 8 作者
（10） Weaning Time Affects the Archaeal Community Structure and Functional Potential in Pigs, FRONTIERS IN MICROBIOLOGY, 2022, 第 10 作者
（11） Integrating molecular interactions and gene expression to identify biomarkers to predict response to tumor necrosis factor inhibitor therapies in rheumatoid arthritis patients, TECHNOLOGY AND HEALTH CARE, 2022, 第 3 作者
（12） Point-of-care blood coagulation assay enabled by printed circuit board-based digital microfluidics, LAB ON A CHIP, 2022, 第 6 作者
（13） Multi-view Unsupervised Feature Selection with Tensor Low-rank Minimization, Neurocomputing, 2022, 第 11 作者
（14） A deep-learning pipeline for the diagnosis and discrimination of viral, non-viral and COVID-19 pneumonia from chest X-ray images (vol 5, pg 509, 2021), NATURE BIOMEDICAL ENGINEERING, 2021, 第 43 作者
（15） A deep-learning pipeline for the diagnosis and discrimination of viral, non-viral and COVID-19 pneumonia from chest X-ray images, NATURE BIOMEDICAL ENGINEERING, 2021, 第 43 作者
（16） Multi-view feature selection via sparse tensor regression, INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2021, 第 4 作者
（17） Effective and low-cost fluid concentration sensing biosensor based on step-impedance resonators, INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING, 2021, 第 7 作者
（18） SPLSN: An efficient tool for survival analysis and biomarker selection, INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2021, 第 11 作者
（19） Cancer classification and biomarker selection via a penalized logsum network-based logistic regression model, TECHNOLOGY AND HEALTH CARE, 2021, 第 11 作者
（20） BGLS-based method of estimating the rotational periods of asteroids, BGLS-based method of estimating the rotational periods of asteroids, RESEARCH IN ASTRONOMY AND ASTROPHYSICS, 2021, 第 11 作者
（21） Sparse Logistic Regression With L 1 Penalty for Emotion Recognition in Electroencephalography Classification, FRONTIERS IN NEUROINFORMATICS, 2020, 第 5 作者
（22） Meta-Analysis Based on Nonconvex Regularization, SCIENTIFIC REPORTS, 2020, 第 11 作者
（23） Beyond the limitation of targeted therapy: Improve the application of targeted drugs combining genomic data with machine learning, PHARMACOLOGICAL RESEARCH, 2020, 第 11 作者
（24） Serum IgG N-glycans act as novel serum biomarkers of ankylosing spondylitis, ANNALS OF THE RHEUMATIC DISEASES, 2019, 第 3 作者
（25） Complex harmonic regularization with differential evolution in a memetic framework for biomarker selection, PLOS ONE, 2019, 第 11 作者
（26） A novel Log penalty in a path seeking scheme for biomarker selection, TECHNOLOGY AND HEALTH CARE, 2019, 第 11 作者
（27） Improved Classification of Blood-Brain-Barrier Drugs Using Deep Learning, SCIENTIFIC REPORTS, 2019, 第 11 作者
（28） Improved Prediction of Drug-Target Interactions Using Self-Paced Learning with Collaborative Matrix Factorization, JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2019, 第 11 作者
（29） An integrative analysis system of gene expression using self-paced learning and SCAD-Net, EXPERT SYSTEMS WITH APPLICATIONS, 2019, 第 2 作者
（30） Descriptor Selection Improvements for Quantitative Structure-Activity Relationships, INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2019, 第 4 作者
（31） A Feature Extraction Method Based on Differential Entropy and Linear Discriminant Analysis for Emotion Recognition, SENSORS, 2019, 第 4 作者
（32） Multi-view based integrative analysis of gene expression data for identifying biomarkers, SCIENTIFIC REPORTS, 2019, 第 11 作者
（33） A novel logistic regression model combining semi-supervised learning and active learning for disease classification, SCIENTIFIC REPORTS, 2018, 第 11 作者
（34） Clinical Drug Response Prediction by Using a Lq Penalized Network-Constrained Logistic Regression Method, CELLULAR PHYSIOLOGY AND BIOCHEMISTRY, 2018, 第 3 作者
（35） Hybrid L1/2������+���2 method for gene selection in the Cox proportional hazards model, COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2018, 第 2 作者
（36） Reply to 'Trace N-glycans including sulphated species may originate from various plasma glycoproteins and not necessarily IgG', NATURE COMMUNICATIONS, 2018, 第 5 作者
（37） The L1/2 regularization network Cox model for analysis of genomic data, COMPUTERS IN BIOLOGY AND MEDICINE, 2018, 第 11 作者
（38） Model selection with distributed SCAD penalty, JOURNAL OF APPLIED STATISTICS, 2018, 第 3 作者
（39） Descriptor Selection via Log-Sum Regularization for the Biological Activities of Chemical Structure, INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2017, 第 6 作者
（40） Cancer survival analysis using semi-supervised learning method based on Cox and AFT models with L-1/2 regularization, BMC MEDICAL GENOMICS, 2016, 第 11 作者
（41） Feature Selection and Cancer Classification via Sparse Logistic Regression with the Hybrid L1/2+2 Regularization, PLOS ONE, 2016, 第 11 作者
（42） Network-Based Logistic Classification with an Enhanced L 1 Solver Reveals Biomarker and Subnetwork Signatures for Diagnosing Lung Cancer, BIOMED RESEARCH INTERNATIONAL, 2015, 第 2 作者
（43） The L-1/2 regularization approach for survival analysis in the accelerated failure time model, COMPUTERS IN BIOLOGY AND MEDICINE, 2015, 第 11 作者
（44） 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, 第 11 作者
（45） Application of L-1/2 regularization logistic method in heart disease diagnosis, BIO-MEDICAL MATERIALS AND ENGINEERING, 2014, 第 11 作者
（46） Novel Harmonic Regularization Approach for Variable Selection in Cox's Proportional Hazards Model, COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2014, 第 11 作者
（47） The L1/2 regularization method for variable selection in the Cox model, APPLIED SOFT COMPUTING JOURNAL, 2014, 第 11 作者
（48） Sparse logistic regression with a L1/2 penalty for gene selection in cancer classification, BMC BIOINFORMATICS,14,1(2013-06-19), 2013, 第 5 作者
（49） 基于SCAD罚函数的有噪压缩感知, Compressive Sensing with Noise Based on SCAD Penalty, 数学学报, 2013, 第 2 作者
（50） Adaptive L-1/2 Shooting Regularization Method for Survival Analysis Using Gene Expression Data, SCIENTIFIC WORLD JOURNAL, 2013, 第 11 作者
（51） Genetic Algorithm with adaptive elitist-population strategies for multimodal function optimization, APPLIED SOFT COMPUTING, 2011, 第 11 作者
（52） 稳健L_q（0〈q〈1）正则化理论：解的渐近分布与变量选择一致性, Robust regularization theory based on L_q (0���q���1) regularization: the asymptotic distribution and variable selection consistence of solutions, 中国科学：数学, 2010, 第 5 作者
（2） Sparse principal component analysis based on genome network for correcting cell type heterogeneity in epigenome-wide association studies, Medical & Biological Engineering & Computing, 2022, 第 11 作者
（3） SMSPL: Robust Multimodal Approach to Integrative Analysis of Multiomics Data, IEEE TRANSACTIONS ON CYBERNETICS, 2022, 第 11 作者
（4） Integrating molecular interactions and gene expression to identify biomarkers and network modules of chronic obstructive pulmonary disease, TECHNOLOGY AND HEALTH CARE, 2022, 第 11 作者
（5） Dynamic Meta-data Network Sparse PCA for Cancer Subtype Biomarker Screening, Frontiers in Genetics, 2022, 第 11 作者
（6） Change detection based on unsupervised sparse representation for fundus image pair, Scientific Reports, 2022, 第 3 作者
（7） Pliable lasso for the multinomial logistic regression, COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2022, 第 3 作者
（8） SLNL: A novel method for gene selection and phenotype classification, International Journal of Intelligent Systems, 2022, 第 11 作者
（9） Predicting Multiple Types of Associations Between miRNAs and Diseases Based on Graph Regularized Weighted Tensor Decomposition, Frontiers in Bioengineering and Biotechnology, 2022, 第 8 作者
（10） Weaning Time Affects the Archaeal Community Structure and Functional Potential in Pigs, FRONTIERS IN MICROBIOLOGY, 2022, 第 10 作者
（11） Integrating molecular interactions and gene expression to identify biomarkers to predict response to tumor necrosis factor inhibitor therapies in rheumatoid arthritis patients, TECHNOLOGY AND HEALTH CARE, 2022, 第 3 作者
（12） Point-of-care blood coagulation assay enabled by printed circuit board-based digital microfluidics, LAB ON A CHIP, 2022, 第 6 作者
（13） Multi-view Unsupervised Feature Selection with Tensor Low-rank Minimization, Neurocomputing, 2022, 第 11 作者
（14） A deep-learning pipeline for the diagnosis and discrimination of viral, non-viral and COVID-19 pneumonia from chest X-ray images (vol 5, pg 509, 2021), NATURE BIOMEDICAL ENGINEERING, 2021, 第 43 作者
（15） A deep-learning pipeline for the diagnosis and discrimination of viral, non-viral and COVID-19 pneumonia from chest X-ray images, NATURE BIOMEDICAL ENGINEERING, 2021, 第 43 作者
（16） Multi-view feature selection via sparse tensor regression, INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2021, 第 4 作者
（17） Effective and low-cost fluid concentration sensing biosensor based on step-impedance resonators, INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING, 2021, 第 7 作者
（18） SPLSN: An efficient tool for survival analysis and biomarker selection, INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2021, 第 11 作者
（19） Cancer classification and biomarker selection via a penalized logsum network-based logistic regression model, TECHNOLOGY AND HEALTH CARE, 2021, 第 11 作者
（20） BGLS-based method of estimating the rotational periods of asteroids, BGLS-based method of estimating the rotational periods of asteroids, RESEARCH IN ASTRONOMY AND ASTROPHYSICS, 2021, 第 11 作者
（21） Sparse Logistic Regression With L 1 Penalty for Emotion Recognition in Electroencephalography Classification, FRONTIERS IN NEUROINFORMATICS, 2020, 第 5 作者
（22） Meta-Analysis Based on Nonconvex Regularization, SCIENTIFIC REPORTS, 2020, 第 11 作者
（23） Beyond the limitation of targeted therapy: Improve the application of targeted drugs combining genomic data with machine learning, PHARMACOLOGICAL RESEARCH, 2020, 第 11 作者
（24） Serum IgG N-glycans act as novel serum biomarkers of ankylosing spondylitis, ANNALS OF THE RHEUMATIC DISEASES, 2019, 第 3 作者
（25） Complex harmonic regularization with differential evolution in a memetic framework for biomarker selection, PLOS ONE, 2019, 第 11 作者
（26） A novel Log penalty in a path seeking scheme for biomarker selection, TECHNOLOGY AND HEALTH CARE, 2019, 第 11 作者
（27） Improved Classification of Blood-Brain-Barrier Drugs Using Deep Learning, SCIENTIFIC REPORTS, 2019, 第 11 作者
（28） Improved Prediction of Drug-Target Interactions Using Self-Paced Learning with Collaborative Matrix Factorization, JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2019, 第 11 作者
（29） An integrative analysis system of gene expression using self-paced learning and SCAD-Net, EXPERT SYSTEMS WITH APPLICATIONS, 2019, 第 2 作者
（30） Descriptor Selection Improvements for Quantitative Structure-Activity Relationships, INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2019, 第 4 作者
（31） A Feature Extraction Method Based on Differential Entropy and Linear Discriminant Analysis for Emotion Recognition, SENSORS, 2019, 第 4 作者
（32） Multi-view based integrative analysis of gene expression data for identifying biomarkers, SCIENTIFIC REPORTS, 2019, 第 11 作者
（33） A novel logistic regression model combining semi-supervised learning and active learning for disease classification, SCIENTIFIC REPORTS, 2018, 第 11 作者
（34） Clinical Drug Response Prediction by Using a Lq Penalized Network-Constrained Logistic Regression Method, CELLULAR PHYSIOLOGY AND BIOCHEMISTRY, 2018, 第 3 作者
（35） Hybrid L1/2������+���2 method for gene selection in the Cox proportional hazards model, COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2018, 第 2 作者
（36） Reply to 'Trace N-glycans including sulphated species may originate from various plasma glycoproteins and not necessarily IgG', NATURE COMMUNICATIONS, 2018, 第 5 作者
（37） The L1/2 regularization network Cox model for analysis of genomic data, COMPUTERS IN BIOLOGY AND MEDICINE, 2018, 第 11 作者
（38） Model selection with distributed SCAD penalty, JOURNAL OF APPLIED STATISTICS, 2018, 第 3 作者
（39） Descriptor Selection via Log-Sum Regularization for the Biological Activities of Chemical Structure, INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2017, 第 6 作者
（40） Cancer survival analysis using semi-supervised learning method based on Cox and AFT models with L-1/2 regularization, BMC MEDICAL GENOMICS, 2016, 第 11 作者
（41） Feature Selection and Cancer Classification via Sparse Logistic Regression with the Hybrid L1/2+2 Regularization, PLOS ONE, 2016, 第 11 作者
（42） Network-Based Logistic Classification with an Enhanced L 1 Solver Reveals Biomarker and Subnetwork Signatures for Diagnosing Lung Cancer, BIOMED RESEARCH INTERNATIONAL, 2015, 第 2 作者
（43） The L-1/2 regularization approach for survival analysis in the accelerated failure time model, COMPUTERS IN BIOLOGY AND MEDICINE, 2015, 第 11 作者
（44） 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, 第 11 作者
（45） Application of L-1/2 regularization logistic method in heart disease diagnosis, BIO-MEDICAL MATERIALS AND ENGINEERING, 2014, 第 11 作者
（46） Novel Harmonic Regularization Approach for Variable Selection in Cox's Proportional Hazards Model, COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2014, 第 11 作者
（47） The L1/2 regularization method for variable selection in the Cox model, APPLIED SOFT COMPUTING JOURNAL, 2014, 第 11 作者
（48） Sparse logistic regression with a L1/2 penalty for gene selection in cancer classification, BMC BIOINFORMATICS,14,1(2013-06-19), 2013, 第 5 作者
（49） 基于SCAD罚函数的有噪压缩感知, Compressive Sensing with Noise Based on SCAD Penalty, 数学学报, 2013, 第 2 作者
（50） Adaptive L-1/2 Shooting Regularization Method for Survival Analysis Using Gene Expression Data, SCIENTIFIC WORLD JOURNAL, 2013, 第 11 作者
（51） Genetic Algorithm with adaptive elitist-population strategies for multimodal function optimization, APPLIED SOFT COMPUTING, 2011, 第 11 作者
（52） 稳健L_q（0〈q〈1）正则化理论：解的渐近分布与变量选择一致性, Robust regularization theory based on L_q (0���q���1) regularization: the asymptotic distribution and variable selection consistence of solutions, 中国科学：数学, 2010, 第 5 作者
科研活动
科研项目
（ 1 ） 基于生物多组学大数据分析的加权映射深度学习方法诊断复杂疾病亚型研究, 参与, 国家任务, 2023-08--2025-08