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Estimation of Linear Functionals in High-Dimensional Linear Models: From Sparsity to Nonsparsity

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High dimensional linear models are commonly used in practice. In many applications, one is interested in linear transformations β ⊤ x of regression coefficients β ∈ R p , where x is a specific point and is not required to be identical... ...