Finite sample rates for logistic regression with small noise or few samples

Felix Kuchelmeister, Sara van de Geer

The logistic regression estimator is known to inflate the magnitude of its coefficients if the sample size $n$ is small, the dimension $p$ is (moderately) large or the signal-to-no…