TY - JOUR
T1 - An improvement to generalized regret based decision making method considering unreasonable alternatives
AU - Liang, Shuang
AU - Deng, Xinyang
AU - Yang, Lin
AU - Jiang, Wen
N1 - Publisher Copyright:
© 2018 Wiley Periodicals, Inc.
PY - 2018/12
Y1 - 2018/12
N2 - Regret decision theory is a classic theory for decision problem. Recently, Yager proposed a generalized regret based decision-making method, which calculates the effective regret associated with an alternative by aggregating this alternative's all regrets across all the possible states of nature. The generalized regret based decision-making method that can be applied in many fields is understandable and effective. However, as Yager pointed, an issue limits the application of this method, that is, the generalized regret based decision-making method is lack of indifference to irrelevant alternatives. In this paper, we analyze the cause of this issue, that is, unreasonable alternatives may change other alternatives' regrets by changing the maximal payoff under the occurrence of a state of nature. Furthermore, a new method based on original model is proposed to reduce the impact of unreasonable alternatives according to a parameter called impact factor defined to measure an alternative's quality. Finally, several numerical examples are illustrated to show this new method's effectiveness.
AB - Regret decision theory is a classic theory for decision problem. Recently, Yager proposed a generalized regret based decision-making method, which calculates the effective regret associated with an alternative by aggregating this alternative's all regrets across all the possible states of nature. The generalized regret based decision-making method that can be applied in many fields is understandable and effective. However, as Yager pointed, an issue limits the application of this method, that is, the generalized regret based decision-making method is lack of indifference to irrelevant alternatives. In this paper, we analyze the cause of this issue, that is, unreasonable alternatives may change other alternatives' regrets by changing the maximal payoff under the occurrence of a state of nature. Furthermore, a new method based on original model is proposed to reduce the impact of unreasonable alternatives according to a parameter called impact factor defined to measure an alternative's quality. Finally, several numerical examples are illustrated to show this new method's effectiveness.
KW - decision making
KW - ordered weighted averaging operator
KW - regret decision theory
KW - uncertainty
KW - unreasonable alternatives
UR - http://www.scopus.com/inward/record.url?scp=85050480190&partnerID=8YFLogxK
U2 - 10.1002/int.22030
DO - 10.1002/int.22030
M3 - 文章
AN - SCOPUS:85050480190
SN - 0884-8173
VL - 33
SP - 2295
EP - 2313
JO - International Journal of Intelligent Systems
JF - International Journal of Intelligent Systems
IS - 12
ER -