September, 20 2018 Naveen N. Narisetty, Department of Statistics, University of Illinois at Urbana-Champaign High dimensional data are ubiquitous and are encountered on a regular basis by statistical scientists both in academia and in industry. A majority of the early research in statistics dealt with the settings where there are just a few covariates. With
