PhD in Electrical and Electronic Engineering
The Hong Kong University of Science and Technology, 2011
An organism-wide atlas of hormonal signaling based on the mouse lemur single-cell transcriptome
Article
Article
Article
Computational methods for alignment and integration of spatially resolved transcriptomics data
Article
MFAI: A Scalable Bayesian Matrix Factorization Approach to Leveraging Auxiliary Information
Article
BOLT-SSI: A Statistical Approach to Screening Interaction Effects for Ultra-High Dimensional Data
Article
Article
Article
Article
Article
Reconstructing Close Human Interactions from Multiple Views
Article
stVAE deconvolves cell-type composition in large-scale cellular resolution spatial transcriptomics
Article
Article
Article
Leveraging the local genetic structure for trans-ancestry association mapping
Article
Article
scPI: A Scalable Framework for Probabilistic Inference in Single-Cell RNA-Sequencing Data Analysis
Article
XPXP: Improving polygenic prediction by cross-population and cross-phenotype analysis.
Article
Article
A Unified Primal Dual Active Set Algorithm for Nonconvex Sparse Recovery
Article
Article
REMI: regression with marginal information and its application in genome-wide association studies
Article
Book chapter
Deep Generative Learning via Schrödinger Bridge
Conference paper
Article
Bayesian Weighted Mendelian Randomization for Causal Inference Based on Summary Statistics
Article
BIVAS: A Scalable Bayesian Method for Bi-Level Variable Selection With Applications
Article
Article
Direct-To-Consumer Genetic Testing in China and Its Role in GWAS Discovery and Replication
Article
Article
IGREX for quantifying the impact of genetically regulated expression on phenotypes
Article
Article
Article
Learning Hybrid Representations for Automatic 3D Vessel Centerline Extraction
Conference paper
Article
Detection of Cell-type-specific Risk-CpG Sites in Epigenome-wide Association Studies
Article
Joint Analysis of Individual-level and Summary-level GWAS Data by Leveraging Pleiotropy
Article
Article
Prediction analysis for microbiome sequencing data
Article
VIMCO: Variational Inference for Multiple Correlated Outcomes in Genome-wide Association Studies
Article
Comparison of Facial Emotion Recognition Based on Image Visual Features and EEG Features
Conference paper
Deep Generative Learning via Variational Gradient Flow
Conference paper
Deep Generative Learning via Variational Gradient Flow
Conference paper
Facial Emotion Recognition Based on Brain and Machine Collaborative Intelligence
Conference paper
Visualizing Emotional States: A Method Based on Human Brain Activity
Conference paper
LPG: A four-group probabilistic approach to leveraging pleiotropy in genome-wide association studies
Article
Article
Article
Leveraging Functional Annotations in Genetic Risk Prediction for Human Complex Diseases
Article
LLR: A Latent Low-rank Approach to Colocalizing Genetic Risk Variants in Multiple GWAS
Article
On Joint estimation of Gaussian graphical models for spatial and temporal data
Article
Analyzing Association Mapping in Pedigree-based GWAS Using A Penalized Multi-trait Mixed Model
Article
Computing Exact Permutation p-Values for Association Rules
Article
Efficient Drug-Pathway Association Analysis via Integrative Penalized Matrix Decomposition
Article
Article
Exploring the Genetic Patterns of Complex Diseases via the Integrative Genome-wide Approach
Article
Mathematical Design of a Novel Gesture-based Instruction/input Device Using Wave Detection
Article
On high dimensional misspecified mixed model analysis in genome-wide association study
Article
Simultaneous dimension reduction and adjustment for confounding variation
Article
Total Variation Regularized Tensor RPCA for Background Subtraction from Compressive Measurements
Article
Book chapter
Introduction to Statistical Methods for Integrative Data Analysis in Genome-Wide Association Studies
Book chapter
Introduction to statistical methods in genome-wide association studies
Book chapter
A Penalized Regression Approach for Integrative Analysis in Genome- Wide Association Studies
Article
Dissecting Ancestry Genomic Background in Substance Dependence Genome-wide Association Studies
Article
Folded-concave Penalization Approaches to Tensor Completion
Article
Low-Rank Modeling and Its Applications in Image Analysis
Article
Article
Book chapter
Article
Article
GPA: A Statistical Approach to Prioritizing GWAS Results by Integrating Pleiotropy and Annotation
Article
Article
Improving Genetic Risk Prediction by Leveraging Pleiotropy
Article
A penalized linear mixed model for genomic prediction using pedigree structures
Conference paper
Adjustment of familial relatedness in association test for rare variants
Conference paper
Admixture mapping analysis in the context of GWAS with GAW18 data
Conference paper
Accounting for Non-genetic Factors by Low-rank Representation and Sparse Regression for eQTL Mapping
Article
Article
Empirical Bayes Correction for the Winner's Curse in Genetic Association Studies
Article
Article
Moving Object Detection by Detecting Contiguous Outliers in the Low-Rank Representation
Article
Multisample aCGH Data Analysis via Total Variation and Spectral Regularization
Article
ProteinLasso: A Lasso regression approach to protein inference problem in shotgun proteomics
Article
The Complete Compositional Epistasis Detection in Genome-wide Association Studies
Article
Peptide Reranking with Protein-Peptide Correspondence and Precursor Peak Intensity Information
Article
Article
Conference paper
A Hidden Two-locus Disease Association Pattern in Genome-wide Association Studies
Article
A Partial Set Covering Model for Protein Mixture Identification Using Mass Spectrometry Data
Article
GBOOST: a GPU-based Tool for Detecting Gene-gene Interactions in Genome-wide Case Control Studies
Article
Identifying Disease-associated SNP Clusters via Contiguous Outlier Detection
Article
Motif-All: Discovering All Phosphorylation Motifs
Article
Conference paper
A Regularized Method for Peptide Quantification
Article
BOOST: A Fast Approach to Detecting Gene-Gene Interactions in Genome-wide Case-Control Studies
Article
Detecting Two-locus Associations Allowing for Interactions in Genome-wide Association Studies
Article
Optimization-Based Peptide Mass Fingerprinting for Protein Mixture Identification
Article
Predictive Rule Inference for Epistatic Interaction Detection in Genome-wide Association Studies
Article
Conference paper
Article
Article
Peak bagging for peptide mass fingerprinting
Article
Book chapter
GPC Algorithm and Queuing-selecting for Networked Level Control
Conference paper
Application of Generalized Predictive Control in Networked Control System
Article
Cluster-Based Input Selection for Transparent Fuzzy Modeling
Article
Conference paper
Optimal Fuzzy Modeling Based on Minimum Cluster Volume
Conference paper
Transparent Fuzzy Modeling Based on Minimum Cluster Volume
Conference paper
A Unified Primal Dual Active Set Algorithm for Nonconvex Sparse Recovery
REMI: regression with marginal information and its application in genome-wide association studies
Bayesian Weighted Mendelian Randomization for Causal Inference Based on Summary Statistics
BIVAS: A Scalable Bayesian Method for Bi-Level Variable Selection With Applications
Direct-To-Consumer Genetic Testing in China and Its Role in GWAS Discovery and Replication
IGREX for quantifying the impact of genetically regulated expression on phenotypes
Detection of Cell-type-specific Risk-CpG Sites in Epigenome-wide Association Studies
Joint Analysis of Individual-level and Summary-level GWAS Data by Leveraging Pleiotropy
VIMCO: Variational Inference for Multiple Correlated Outcomes in Genome-wide Association Studies
Analyzing Association Mapping in Pedigree-based GWAS Using A Penalized Multi-trait Mixed Model
Efficient Drug-Pathway Association Analysis via Integrative Penalized Matrix Decomposition
Exploring the Genetic Patterns of Complex Diseases via the Integrative Genome-wide Approach
Mathematical Design of a Novel Gesture-based Instruction/input Device Using Wave Detection
On high dimensional misspecified mixed model analysis in genome-wide association study
Simultaneous dimension reduction and adjustment for confounding variation
Total Variation Regularized Tensor RPCA for Background Subtraction from Compressive Measurements
Accounting for Non-genetic Factors by Low-rank Representation and Sparse Regression for eQTL Mapping
Empirical Bayes Correction for the Winner's Curse in Genetic Association Studies
Moving Object Detection by Detecting Contiguous Outliers in the Low-Rank Representation
Multisample aCGH Data Analysis via Total Variation and Spectral Regularization
ProteinLasso: A Lasso regression approach to protein inference problem in shotgun proteomics
The Complete Compositional Epistasis Detection in Genome-wide Association Studies
A Hidden Two-locus Disease Association Pattern in Genome-wide Association Studies
A Partial Set Covering Model for Protein Mixture Identification Using Mass Spectrometry Data
GBOOST: a GPU-based Tool for Detecting Gene-gene Interactions in Genome-wide Case Control Studies
Identifying Disease-associated SNP Clusters via Contiguous Outlier Detection
BOOST: A Fast Approach to Detecting Gene-Gene Interactions in Genome-wide Case-Control Studies
Detecting Two-locus Associations Allowing for Interactions in Genome-wide Association Studies
Optimization-Based Peptide Mass Fingerprinting for Protein Mixture Identification
Predictive Rule Inference for Epistatic Interaction Detection in Genome-wide Association Studies
Application of Generalized Predictive Control in Networked Control System
Cluster-Based Input Selection for Transparent Fuzzy Modeling
LPG: A four-group probabilistic approach to leveraging pleiotropy in genome-wide association studies
Article
Article
Article
Leveraging Functional Annotations in Genetic Risk Prediction for Human Complex Diseases
Article
LLR: A Latent Low-rank Approach to Colocalizing Genetic Risk Variants in Multiple GWAS
Article
On Joint estimation of Gaussian graphical models for spatial and temporal data
Article
Analyzing Association Mapping in Pedigree-based GWAS Using A Penalized Multi-trait Mixed Model
Article
Computing Exact Permutation p-Values for Association Rules
Article
Efficient Drug-Pathway Association Analysis via Integrative Penalized Matrix Decomposition
Article
Article
Exploring the Genetic Patterns of Complex Diseases via the Integrative Genome-wide Approach
Article
Mathematical Design of a Novel Gesture-based Instruction/input Device Using Wave Detection
Article
On high dimensional misspecified mixed model analysis in genome-wide association study
Article
Simultaneous dimension reduction and adjustment for confounding variation
Article
Total Variation Regularized Tensor RPCA for Background Subtraction from Compressive Measurements
Article
Book chapter
Introduction to Statistical Methods for Integrative Data Analysis in Genome-Wide Association Studies
Book chapter
Introduction to statistical methods in genome-wide association studies
Book chapter
A Penalized Regression Approach for Integrative Analysis in Genome- Wide Association Studies
Article
Dissecting Ancestry Genomic Background in Substance Dependence Genome-wide Association Studies
Article
Folded-concave Penalization Approaches to Tensor Completion
Article
Low-Rank Modeling and Its Applications in Image Analysis
Article
Article
Book chapter
Article
Article
GPA: A Statistical Approach to Prioritizing GWAS Results by Integrating Pleiotropy and Annotation
Article
Article
Improving Genetic Risk Prediction by Leveraging Pleiotropy
Article
A penalized linear mixed model for genomic prediction using pedigree structures
Conference paper
Adjustment of familial relatedness in association test for rare variants
Conference paper
Admixture mapping analysis in the context of GWAS with GAW18 data
Conference paper
Accounting for Non-genetic Factors by Low-rank Representation and Sparse Regression for eQTL Mapping
Article
Article
Empirical Bayes Correction for the Winner's Curse in Genetic Association Studies
Article
Article
Moving Object Detection by Detecting Contiguous Outliers in the Low-Rank Representation
Article
Multisample aCGH Data Analysis via Total Variation and Spectral Regularization
Article
ProteinLasso: A Lasso regression approach to protein inference problem in shotgun proteomics
Article
The Complete Compositional Epistasis Detection in Genome-wide Association Studies
Article
Peptide Reranking with Protein-Peptide Correspondence and Precursor Peak Intensity Information
Article
Article
Conference paper
A Hidden Two-locus Disease Association Pattern in Genome-wide Association Studies
Article
A Partial Set Covering Model for Protein Mixture Identification Using Mass Spectrometry Data
Article
GBOOST: a GPU-based Tool for Detecting Gene-gene Interactions in Genome-wide Case Control Studies
Article
Identifying Disease-associated SNP Clusters via Contiguous Outlier Detection
Article
Motif-All: Discovering All Phosphorylation Motifs
Article
Conference paper
A Regularized Method for Peptide Quantification
Article
BOOST: A Fast Approach to Detecting Gene-Gene Interactions in Genome-wide Case-Control Studies
Article
Detecting Two-locus Associations Allowing for Interactions in Genome-wide Association Studies
Article
Optimization-Based Peptide Mass Fingerprinting for Protein Mixture Identification
Article
Predictive Rule Inference for Epistatic Interaction Detection in Genome-wide Association Studies
Article
Conference paper
Article
Article
Peak bagging for peptide mass fingerprinting
Article
Book chapter
GPC Algorithm and Queuing-selecting for Networked Level Control
Conference paper
Application of Generalized Predictive Control in Networked Control System
Article
Cluster-Based Input Selection for Transparent Fuzzy Modeling
Article
Conference paper
Optimal Fuzzy Modeling Based on Minimum Cluster Volume
Conference paper
Transparent Fuzzy Modeling Based on Minimum Cluster Volume
Conference paper
MATH4432 | Statistical Machine Learning |
MATH4999 | Independent Capstone Project |
MATH5472 | Computer Age Statistical Inference with Applications |
MATH6912A | Reading Course: Deep Learning and Its Applications |
MATH6912B | Reading Course: Artificial Intelligence Methods for Science |
MATH6912L | Reading Course: Deep Learning Methods with Their Applications |
MATH6912A | Reading Course: Deep Learning and Its Applications |
MAFS5340 | Machine Learning and Its Applications |
MATH6911X | Reading Course: Deep Learning Methods and Applications |
MFIT5010 | Statistical Machine Learning |
MSBD5013 | Statistical Prediction |
UROP1100L | Undergraduate Research Opportunities Series 1 |
MATH4432 | Statistical Machine Learning |
MATH5472 | Computer Age Statistical Inference with Applications |
MATH6911F | Reading Course: Deep Learning for 3D Version |
UROP1100J | Undergraduate Research Opportunities Series 1 |
No Teaching Assignments |
HU, Biying
Mathematics
JIANG, Peiqi
Mathematics
LIU, Yuyao
Mathematics
MA, Xiaoheng
Mathematics
WU, Jiacheng
Mathematics
ZHANG, Bin
Mathematics
ZHANG, Bowei
Mathematics
CHAO, Zitong
Mathematics
CHEN, Yuheng
Mathematics
TAN, Ziyue
Mathematics
ZENG, Yeqin
Mathematics
ZHOU, Rijiang
Mathematics
CHEN, Shi
Individualized Interdisciplinary Program (Data Science and Analytics)
CHEN, Tianhao
Mathematics
FAN, Hongzhao
(co-supervision)
Individualized Interdisciplinary Program (Sustainable Energy and Environment)
GAO, Shihong
Individualized Interdisciplinary Program (Data Science and Analytics)
HUANG, Xinrui
Mathematics
LIU, Hanmo
Individualized Interdisciplinary Program (Data Science and Analytics)
MAI, Shengwen
(co-supervision)
Individualized Interdisciplinary Program (Innovation, Policy and Entrepreneurship)
TIAN, Anxin
(co-supervision)
Individualized Interdisciplinary Program (Data Science and Analytics)
WANG, Zhili
Individualized Interdisciplinary Program (Data Science and Analytics)
XU, Xin
Mathematics
ZHANG, Xiaomeng
(co-supervision)
Individualized Interdisciplinary Program (Data Science and Analytics)
WANG, Zhiwei
Mathematics
ZHANG, Fa
Mathematics
HAN, Yuxuan
(co-supervision)
Mathematics
YU, Zhiyuan
Mathematics
ZHANG, Shunkang
Mathematics( Completed in 2024 )
HE, Jiafa
Mathematics( Completed in 2023 )
QIAN, Yueqi
(co-supervision)
Mathematics( Completed in 2023 )
WAN, Xiaomeng
Mathematics( Completed in 2023 )
WANG, Gefei
Mathematics( Completed in 2023 )
ZHAO, Jia
Mathematics( Completed in 2023 )
ZHENG, Cong
Mathematics( Completed in 2023 )
CAI, Mingxuan
Mathematics( Completed in 2022 )
XIAO, Jiashun
Mathematics( Completed in 2022 )
CUI, Lihang
(co-supervision)
Individualized Interdisciplinary Program (Financial Technology)( Completed in 2023 )
YU, Xinyi
Mathematics( Completed in 2022 )
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