Aravkin, Aleksandr

3 publications

ICML 2019 Trimming the $\ell_1$ Regularizer: Statistical Analysis, Optimization, and Applications to Deep Learning Jihun Yun, Peng Zheng, Eunho Yang, Aurelie Lozano, Aleksandr Aravkin

JMLR 2014 Convex vs Non-Convex Estimators for Regression and Sparse Estimation: The Mean Squared Error Properties of ARD and GLasso Aleksandr Aravkin, James V. Burke, Alessandro Chiuso, Gianluigi Pillonetto

ICML 2013 Fast Dual Variational Inference for Non-Conjugate Latent Gaussian Models Mohammad Emtiyaz Khan, Aleksandr Aravkin, Michael Friedlander, Matthias Seeger