A DEMATEL-based completion method for incomplete Pairwise Comparison Matrix in AHP
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A DEMATEL-based completion method for incomplete Pairwise Comparison Matrix in AHP. / Zhou, Xinyi; Hu, Yong; Deng, Yong; Chan, Felix T. S.; Ishizaka, Alessio.
In: Annals of Operations Research, 01.02.2018.Research output: Contribution to journal › Article › peer-review
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TY - JOUR
T1 - A DEMATEL-based completion method for incomplete Pairwise Comparison Matrix in AHP
AU - Zhou, Xinyi
AU - Hu, Yong
AU - Deng, Yong
AU - Chan, Felix T. S.
AU - Ishizaka, Alessio
N1 - embargo 12 mths This is an Accepted Manuscript of an article published in Annals of Operations Research. The final publication is available at Springer via http://dx.doi.org/10.1007/s10479-018-2769-3
PY - 2018/2/1
Y1 - 2018/2/1
N2 - Pairwise Comparison Matrix (PCM) as a crucial component of Analytic Hierarchy Process (AHP) presents the preference relations among alternatives. However, in many cases, the PCM is difficult to be completed, which obstructs the subsequent operations of the classical AHP. In this paper, based on Decision-Making and Trial Evaluation Laboratory (DEMATEL) method which has ability to derive the total relation matrix from direct relation matrix, a new completion method for incomplete Pairwise Comparison Matrix (iPCM) is proposed. The proposed method provides a new perspective to estimate the missing values in iPCMs with explicit physical meaning, which is straightforward and flexible. Several experiments are implemented as well to present the completion ability of the proposed method and some insights into the proposed method and matrix consistency.
AB - Pairwise Comparison Matrix (PCM) as a crucial component of Analytic Hierarchy Process (AHP) presents the preference relations among alternatives. However, in many cases, the PCM is difficult to be completed, which obstructs the subsequent operations of the classical AHP. In this paper, based on Decision-Making and Trial Evaluation Laboratory (DEMATEL) method which has ability to derive the total relation matrix from direct relation matrix, a new completion method for incomplete Pairwise Comparison Matrix (iPCM) is proposed. The proposed method provides a new perspective to estimate the missing values in iPCMs with explicit physical meaning, which is straightforward and flexible. Several experiments are implemented as well to present the completion ability of the proposed method and some insights into the proposed method and matrix consistency.
KW - AHP
KW - Pairwise Comparison Matrix
KW - completion method
KW - missing values
KW - DEMATEL
UR - https://link.springer.com/journal/10479
U2 - 10.1007/s10479-018-2769-3
DO - 10.1007/s10479-018-2769-3
M3 - Article
JO - Annals of Operations Research
JF - Annals of Operations Research
SN - 0254-5330
ER -
ID: 8449764