Finite-Sample Performance of Gradient Descent in Logistic Regression with Gaussian Design

Junren Chen, Arya Mazumdar

We consider the parameter estimation problem in logistic regression with Gaussian design: the estimation of a fixed unknown parameter ${\theta }^{\ast }\in {\mathbb{R}}^d$ ($\Vert {\theta }^{\ast }{\Vert }_2\ge 1$) from…