High Dimensional Data

High-dimensional & Undersampled data, Dimension Reduction & Feature Selection Methods, Regression & Multivariate Methods, Bioinformatics, "Omics" & Biomedical applications, Meteorology, Climate, Economics applications

Machine Learning, Artificial Intelligence, Image Analysis, Probabilistic Graph Models

Non-parametrics, Bioinformatics, Analysis of High-Dimensional Complex Data, Feature Screening and Selection, Statistical Applications

Biomedical Analysis, Genomics, Machine Learning

Statistical Learning, High-dimensional Statistics, Statistical Computing

Non-parametrics, Asymptotic Methods, Regularization and Inverse Problems, Regression Estimators, Probability Inequalities, Machine Learning, Signal Processing, Statistical Learning

Network Analysis, Statistical Learning, High-Dimensional Data, Large-Scale Optimization, Graphical Models