We review recent results for high-dimensional sparse linear regression in the practical case of unknown variance. Different sparsity settings are covered, including coordinate-sparsity, group-sparsity ...

Double sampling of a finite population occurs when a sample from the population is itself sampled, with the intent of measuring variates in the subsample not already available in the sample. An ...