Chernozhukov, Victor; Hansen, Christian Bailey; … - 2016
Here we present an expository, general analysis of valid post-selection or post-regularization inference about a low … regularization methods. Our analysis provides a set of high-level conditions under which inference for the low-dimensional parameter … based on testing or point estimation methods will be regular despite selection or regularization biases occurring in …