Instance-Specific Sharp Convergence Rate of the Add-$\lambda$ Estimator via Feature Space Decomposition

Zong Shang

Using the Feature Space Decomposition framework, we establish non-asymptotic matching upper and lower bounds for the expected Kullback-Leibler estimation error of the Add-$\lambda$ estim…