Linear Program

A linear program is a linear optimization convex function (defined by the matrix \(L\)) with a linear inequality constraint. The goal is to find the paramters \(\theta\) that minimizes the optimization function:

\[ f(\theta) = \theta^T L \theta + c^T \theta + \alpha, \qquad A\theta \le b \]

Simplex Algorithm