Suggest effective methods for solving the penalized least squares problem               min(y − Xb) T (y − Xb) + λ(b − b∗) T A(b − b∗) for several values of λ at once. Formulate the p = ∞ norm...


Suggest effective methods for solving the penalized least squares problem


              min(y − Xb) T (y − Xb) + λ(b − b∗) T A(b − b∗)


for several values of λ at once.


Formulate the p = ∞ norm regression minb maxi |yi − xT i b| as a linear programming problem. Demonstrate the sensitivity of the resulting estimators to outliers.



May 03, 2022
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