To insert individual citation into a bibliography in a word-processor, select your preferred citation style below and drag-and-drop it into the document. Selecting regularization parameters in penalized high-dimensional graphical models in a principled, data-driven, and computationally efficient manner continues to be one of the key challenges in high-dimensional statistics.