Optimum allocation in stratified surveys: Stochastic programming

In this work, we consider the allocation problem in stratified surveys as a problem of non-linear stochastic programming of integers. An example is solved by the following techniques: Lagrange multipliers, modified E-model, E-model, V-model and chance constraints.