On lower bounds for the bias-variance trade-off

30 May 2020Alexis DerumignyJohannes Schmidt-Hieber

It is a common phenomenon that for high-dimensional and nonparametric statistical models, rate-optimal estimators balance squared bias and variance. Although this balancing is widely observed, little is known whether methods exist that could avoid the trade-off between bias and variance... (read more)

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