Stochastic optimization models have been extensively applied to financial portfolios and proven their effectiveness in asset asset-liability management. Occasionally, however, they dynamic portfolio problems including not only assets traded secondary markets but also derivative contracts such as options or futures with dedicated payoff functions. Such extension allows the construction of asymme...