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Risk Convergence of Centered Kernel Ridge Regression With Large Dimensional Data

Risk Convergence of Centered Kernel Ridge Regression With Large Dimensional Data

This paper carries out a large dimensional analysis of a variation of kernel ridge regression that we call centered kernel ridge regression (CKRR), also known in the literature as kernel ridge regression with offset. This modified technique is obtained by accounting for the bias in the regression problem resulting in …