The mathematical convenience that allows us to plug the equation into the Lagrangian in Support Vector Machines (SVM) lies in the concept of Lagrange duality and the formulation of SVM as a constrained optimization problem. In order to understand this convenience, let us first consider the basics of SVM and the Lagrangian formulation. SVM is