Pointwise minimax rate for Lipschitz regression
ID: pointwise-minimax-rate-for-lipschitz-regression
At an interior target point in regular fixed-design nonparametric regression, mean functions with Lipschitz bound have pointwise minimax risk of order for fixed positive as . A smoothing bandwidth of order balances squared bias of an estimator and variance; the two-point lower bound with a triangular bump gives the matching lower rate.
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