TY - JOUR
T1 - Time consistency and risk averse dynamic decision models: Definition, interpretation and practical consequences
AU - Rudloff, Birgit
AU - Street, Alexandre
AU - Valladão, Davi
PY - 2014
Y1 - 2014
N2 - 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 suboptimal. 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.
AB - 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 suboptimal. 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.
UR - http://www.optimization-online.org/DB_FILE/2010/12/2860.pdf
U2 - 10.1016/j.ejor.2013.11.037
DO - 10.1016/j.ejor.2013.11.037
M3 - Journal article
SN - 0377-2217
VL - 234
SP - 743
EP - 750
JO - European Journal of Operational Research (EJOR)
JF - European Journal of Operational Research (EJOR)
IS - 3
ER -