Article ID Journal Published Year Pages File Type
478208 European Journal of Operational Research 2014 8 Pages PDF
Abstract

•An economic interpretation for the recursive time consistent objective function.•A new methodology to compute the sub-optimality gap of a time inconsistent policy.•We illustrate developed concepts with a CVaR-based portfolio selection example.

This paper aims at resolving a major obstacle to practical usage of time-consistent risk-averse decision models. The recursive objective function, generally used to ensure time consistency, is complex and has no clear/direct interpretation. Practitioners rather choose a simpler and more intuitive formulation, even though it may lead to a time inconsistent policy. Based on rigorous mathematical foundations, we impel practical usage of time consistent models as we provide practitioners with an intuitive economic interpretation for the referred recursive objective function. We also discourage time-inconsistent models by arguing that the associated policies are sub-optimal. We developed a new methodology to compute the sub-optimality gap associated with a time-inconsistent policy, providing practitioners with an objective method to quantify practical consequences of time inconsistency. Our results hold for a quite general class of problems and we choose, without loss of generality, a CVaR-based portfolio selection application to illustrate the developed concepts.

Related Topics
Physical Sciences and Engineering Computer Science Computer Science (General)
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