Stochastic MethodsNoisy DescentMesh Adaptive Direct Searchsimulated annealingMetropolis CriteriaSimulated Annealing ScheduleCross Entropy MethodNatural EvolutionPopulation MethodsGeneric AlgorithmsParticle Swarm Optimizationconstraintsactive constraintregion-based constraintsLagrange multiplierprimal problemKKT Conditionsdual form of the primal problemPenalty MethodsInterior Point MethodLinear ProgramFONC for linear programlinear program equality formFONC for linear programsimplex algorithmDual Certificates