4.7 Article

BMW-TOPSIS: A generalized TOPSIS model based on three-way decision

Journal

INFORMATION SCIENCES
Volume 607, Issue -, Pages 799-818

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.ins.2022.06.018

Keywords

Three-way decision; TOPSIS; Reference point; Multiple attribute decision making

Funding

  1. National Natural Science Foundation of China [71771140]
  2. Project of Cultural Masters and the Four Kinds of a Batch Talents
  3. Taishan Scholars Project of Shandong Province
  4. Shandong Provincial Key Research and Development Program (Major Scientifc and Technological Innovation Project) [2021SFGC0102, 2020CXGC010110]
  5. NSERC, Canada

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In this paper, the classical TOPSIS method is generalized by adding a third middle reference point. Three classes of reference-point-based TOPSIS-style multi-criteria decision-making methods are examined, and the experimental results show that the BMW-TOPSIS model is feasible and effective.
TOPSIS (Technique for Order Preference by Similarity to Ideal Solution) uses a pair of a positive ideal solution and a negative ideal solution as two reference points to rank a set of decision alternatives. In some situations, a trade-off of the distances to the two extreme reference points may not necessarily be meaningful. Inspired by the theory of three-way decision as thinking in threes (e.g., two opposite poles and a third middle), in this paper we generalize the classical TOPSIS by adding a third middle reference point. We use a common setting for investigating systematically reference-point-based TOPSIS-style multi criteria decision-making methods. In particular, we examine three classes of approaches: a) a best reference point based model (i.e., B-TOPSIS) and a worst reference point based model (i.e., W-TOPSIS), b) the classical best and worst reference points based model (i.e., BW-TOPSIS), and c) a new best, mean, and worst reference points based model (i.e., BMW-TOPSIS). The three classes are one-way TOPSIS, two-way TOPSIS, and three-way TOPSIS, respectively. Based on one-way and two-way TOPSISs, we give two specific methods of three-way TOPSIS. The experimental results, compared with the existing TOPSIS methods, show that the BMW-TOPSIS model is feasible and effective.(c) 2022 Elsevier Inc. All rights reserved.

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