$\backslash lambda\; \backslash sum\_\{j=1\}^p\; \backslash beta^2\_j$, If the units of variable are changed, it will change the scale of the coefficients. Ridge regression (Hoerl and Kennard 1970) controls the estimated coefficients by adding \(\lambda \sum^p_{j=1} \beta_j^2\) to the objective function. Versioning Shipping denotes the l2 norm (pronounced “ell 2”) of a vector and is defined as:

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