Minimum Distance Lasso for robust high-dimensional regressionAurelie C. LozanoNicolai Meinshausenet al.2016Electronic Journal of Statistics
Robust Gaussian Graphical modeling with the Trimmed Graphical LassoEunho YangAurelie C. Lozano2015NeurIPS 2015
Closed-form estimators for high-dimensional generalized linear modelsEunho YangAurelie C. Lozanoet al.2015NeurIPS 2015
Variable-selection emerges on top in empirical comparison of whole-genome complex-trait prediction methodsDavid HawsIrina Rishet al.2015PLoS ONE
Orthogonal Matching Pursuit for Sparse Quantile RegressionAleksandr AravkinAurelie Lozanoet al.2014ICDM 2014
Elementary estimators for high-dimensional linear regressionEunho YangAurelie C. Lozanoet al.2014ICML 2014
Elementary estimators for sparse covariance matrices and other structured momentsEunho YangAurelie C. Lozanoet al.2014ICML 2014
Convergence and consistency of regularized boosting with weakly dependent observationsAurelie C. LozanoSanjeev R. Kulkarniet al.2014IEEE Trans. Inf. Theory