Abstract: | It has been shown in literature that the Lasso estimator, or ?1‐penalized least squares estimator, enjoys good oracle properties. This paper examines which special properties of the ?1‐penalty allow for sharp oracle results, and then extends the situation to general norm‐based penalties that satisfy a weak decomposability condition. |