Consider the Gaussian linear regression model with responses y∈RN\mathbf{y}\in\mathbb{R}^Ny∈RN, design matrix x∈RN×p\mathbf{x}\in\mathbb{R}^{N\times p}x∈RN×p, coefficient vector…