Lagrange dual function ($d(\lambda )$)

The Lagrange dual function is the infimum of a Lagrangian over its primal variables. It is concave in the multipliers, even before convexity of the primal problem is assumed. Maximizing it over sign-compatible multipliers gives a lower bound on a minimization problem by weak duality; appropriate convex qualifications give strong duality.