Bias of Homotopic Gradient Descent for the Hinge Loss

Denali Molitor, Deanna Needell, Rachel Ward

Gradient descent is a simple and widely used optimization method for machine learning. For homogeneous linear classifiers applied to separable data, gradient descent has been shown…