Title
TOPSIS Method for Probabilistic Linguistic MAGDM with Entropy Weight and Its Application to Supplier Selection of New Agricultural Machinery Products.
Abstract
In multiple attribute group decision making (MAGDM) problems, uncertain decision information is well-represented by linguistic term sets (LTSs). These LTSs are easily converted into probabilistic linguistic sets (PLTSs). In this paper, a TOPSIS method is proposed for probabilistic linguistic MAGDM in which the attribute weights are completely unknown, and the decision information is in the form of probabilistic linguistic numbers (PLNs). First, the definition of the scoring function is used to solve the probabilistic linguistic entropy, which is then employed to objectively derive the attribute weights. Second, the optimal alternatives are determined by calculating the shortest distance from the probabilistic linguistic positive ideal solution (PLPIS) and on the other side the farthest distance of the probabilistic linguistic negative ideal solution (PLNIS). This proposed method extends the applications range of the traditional entropy-weighted method. Moreover, it doesn't need the decision-maker to give the attribute weights in advance. Finally, a numerical example for supplier selection of new agricultural machinery products is used to illustrate the use of the proposed method. The result shows the approach is simple, effective and easy to calculate. The proposed method can contribute to the selection of suitable alternative successfully in other selection problems.
Year
DOI
Venue
2019
10.3390/e21100953
ENTROPY
Keywords
Field
DocType
multiple attribute group decision making (MAGDM),probabilistic linguistic term sets (PLTSs),information entropy,TOPSIS method,supplier selection,new agricultural machinery products
Mathematical optimization,Ideal solution,Agricultural machinery,Probabilistic logic,TOPSIS,Linguistics,Entropy (information theory),Mathematics,Group decision-making
Journal
Volume
Issue
Citations 
21
10
1
PageRank 
References 
Authors
0.35
0
4
Name
Order
Citations
PageRank
Jianping Lu123.74
Cun Wei2195.66
Jiang Wu3354.19
Guiwu Wei43568107.94