基于交叉效率DEA與群體共識(shí)的區(qū)間乘性語(yǔ)言偏好關(guān)系群決策
中國(guó)管理科學(xué)
頁(yè)數(shù): 9 2020-02-15
摘要: 針對(duì)區(qū)間乘性語(yǔ)言偏好關(guān)系群決策問(wèn)題,提出了一種基于交叉效率DEA和群體共識(shí)的群決策方法。首先,提出乘性語(yǔ)言偏好關(guān)系導(dǎo)出函數(shù)的定義,并構(gòu)建產(chǎn)出導(dǎo)向的DEA模型,證明了一致性乘性語(yǔ)言偏好關(guān)系的DEA效率得分與排序向量之間存在比例關(guān)系。在此基礎(chǔ)上,建立基于理想值的交叉效率DEA模型,提出乘性語(yǔ)言偏好關(guān)系的通用排序方法。同時(shí),基于群體共識(shí)建立目標(biāo)規(guī)劃模型來(lái)計(jì)算各語(yǔ)言偏好關(guān)系的權(quán)重系數(shù)。最后,利用Monte Carlo隨機(jī)模擬的方法對(duì)群體語(yǔ)言偏好空間進(jìn)行統(tǒng)計(jì)分析,得到群決策期望排序向量及其可信度。算例分析表明本文方法能夠有效的避免信息損失,具有較強(qiáng)的適用性和較高的可信度。 Group decision making with interval linguistic preference relations has attracted a great deal of attention in the literatures of management science. In order to obtain the group decision making result, the consistency of linguistic preference relations given by the decision makers need to be improved according to some existing approaches, so a variety of consistency adjustment methods have been proposed. However, these consistency adjustment methods of deriving acceptable consistent linguistic preference relation have changed the original evaluation information given by the decision makers, which may distort the given decision making information and make the decision result less reliable. Besides, some existing approaches transform the interval linguistic information into a simple linguistic evaluation value, which may cause the loss of decision information.In order to resolve these problems, a novel approach is proposed to group decision making based on cross-efficiency DEA and group consensus with interval multiplicative linguistic preference relations. First, the definition of derived function of multiplicative linguistic preference relation is given and the output-oriented DEA model is constructed. It is proved that there is a proportional relationship between DEA efficiency scores and the ranking vector of the consistent multiplicative linguistic preference relation. Based on this, a cross-efficiency DEA model based on ideal value is developed. Then, a general ranking method for the multiplicative linguistic preference relation is proposed. Meanwhile, a goal programming model is established to obtain the weight coefficient of each linguistic preference relationship based on group consensus. Finally, the stochastic simulation method is used to statistical analysis of the group's preference space, and the group decision expected ranking vector and the confidence degree are obtained. The numerical results show that the proposed approach can effectively avoid information loss and is of great applicability and high credibility.The problems of information distortion and loss in some existing group decision making methods are solved with interval linguistic preference relations, the relevant theories of group decision making is enriched, and a new technical framework for group decision making with interval multiplicative linguistic preference relations is provided.