Show that the Hessian matrix for the logistic regression model, given by , is positive definite. Here is a diagonal matrix with elements , and is the output of the logistic regression model for input vector . Hence show that the error function is a convex function of and that it has a unique minimum.

Haeusler Stefan 2013-01-16