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Whereas Ridge Regression and Shrinkage both penalize extreme eigenvalues in a smooth way ... An illustration of this classification task is shown in Figure 1. Figure 1. Diagram of classification task.

The 14 patients with immune system features were excluded from subsequent analyses to prevent bias. The immune features were generated by employing the coefficients from the ridge regression model ...