Methods for dynamic portfolio optimization with transaction costs have been a central theme of John Mulvey’s multiple contributions to optimization modeling for financial decision making. This talk will reflect on some of the underlying principles of these models and will discuss an approach based on approximations of the value function and no-trade region.