IDEAS home Printed from https://ideas.repec.org/a/eee/matcom/v241y2026ipap498-512.html

A novel local adjustment approach to improve multiplicative consistency of additive reciprocal matrices with an optimal allocation of information granularity

Author

Listed:
  • Zhang, Jia-Wei
  • Liu, Fang
  • Gong, Ben-Gang
  • Cabrerizo, Francisco Javier
  • Pérez, Ignacio Javier

Abstract

In decision-making processes, ensuring the consistency of additive reciprocal matrices (ARMs) is critical for obtaining reliable rankings. However, achieving multiplicative consistency in real-world applications is often difficult due to the inherent complexities of human judgment. This paper introduces a novel local adjustment approach to enhance multiplicative consistency in ARMs by leveraging an optimal allocation of information granularity. Firstly, a sequential model of ARMs is proposed to quickly determine which entries need to be modified. Secondly, with a given average level of information granularity, a new optimization model, which aims to maximize multiplicative consistency and is solved via Gaussian quantum-behaved particle swarm optimization, is employed to optimally allocate information granularity to the necessary revisions. Then, a new algorithm is proposed to ensure that the adjusted ARM not only achieves acceptable multiplicative consistency but also minimizes the loss of initial preference information. Finally, numerical experiments and extensive simulations are conducted to demonstrate the effectiveness of the proposed approach. These findings highlight the efficiency and applicability of the method in complex decision-making scenarios, offering a practical solution for improving ARM consistency with minimal information loss.

Suggested Citation

  • Zhang, Jia-Wei & Liu, Fang & Gong, Ben-Gang & Cabrerizo, Francisco Javier & Pérez, Ignacio Javier, 2026. "A novel local adjustment approach to improve multiplicative consistency of additive reciprocal matrices with an optimal allocation of information granularity," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 241(PA), pages 498-512.
  • Handle: RePEc:eee:matcom:v:241:y:2026:i:pa:p:498-512
    DOI: 10.1016/j.matcom.2025.09.016
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378475425003891
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.matcom.2025.09.016?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Cavallo, Bice & Ishizaka, Alessio, 2025. "A comparative study on precision of direct evaluations, the Pairwise Comparisons Method and the Best-Worst Method," Omega, Elsevier, vol. 130(C).
    2. Meng, Fan-Yong & Gong, Zai-Wu & Pedrycz, Witold & Chu, Jun-Fei, 2023. "Selfish-dilemma consensus analysis for group decision making in the perspective of cooperative game theory," European Journal of Operational Research, Elsevier, vol. 308(1), pages 290-305.
    3. Liu, Fang & Chen, Ya-Ru & Zhou, Da-Hai, 2023. "A two-dimensional approach to flexibility degree of XOR numbers with application to group decision making," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 207(C), pages 267-287.
    4. Jiří Mazurek & Pedro Linares, 2024. "Some notes on non-reciprocal matrices in the multiplicative pairwise comparisons framework," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 75(5), pages 955-966, May.
    5. Mondal, Rajan & Manna, Amalesh Kumar & Akhtar, Md & Bhunia, Asoke Kumar, 2025. "Optimization of a price break policy and advertisement effort based non-instantaneous deteriorating inventory problem with partial backlogged via metaheuristic algorithms," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 236(C), pages 221-247.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ding, Ru-Xi & Yang, Bing & Huang, Yibo & Zhang, Yankai & Chiclana, Francisco, 2026. "Social network-based overlapping community clustering and feedback mechanism for large-scale group decision making," European Journal of Operational Research, Elsevier, vol. 329(2), pages 518-535.
    2. Kavitha, S. & Satheeshkumar, J. & Amudha, T., 2024. "Multi-label feature selection using q-rung orthopair hesitant fuzzy MCDM approach extended to CODAS," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 222(C), pages 148-173.
    3. Chao Fu & Wenjun Chang, 2024. "A Markov Chain-Based Group Consensus Method with Unknown Parameters," Group Decision and Negotiation, Springer, vol. 33(5), pages 1019-1048, October.
    4. Lang, Ningning & Wang, Lin & Zha, Quanbo, 2026. "Network game in group decision making: Managing consensus with incentive and interaction interventions," European Journal of Operational Research, Elsevier, vol. 329(3), pages 950-965.
    5. Dong Cheng & Huina Zhang & Yong Wu, 2025. "Maximum expert consensus models with both type- $$\alpha $$ and type- $$\varepsilon $$ constraints," Journal of Combinatorial Optimization, Springer, vol. 50(2), pages 1-23, September.
    6. Wang, Peng & Liu, Peide & Li, Yueyuan & Teng, Fei & Pedrycz, Witold, 2024. "Trust exploration- and leadership incubation- based opinion dynamics model for social network group decision-making: A quantum theory perspective," European Journal of Operational Research, Elsevier, vol. 317(1), pages 156-170.
    7. Janani, K. & Mohanrasu, S.S. & Kashkynbayev, Ardak & Rakkiyappan, R., 2025. "Ensemble feature selection via CoCoSo method extended to interval-valued intuitionistic fuzzy environment," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 229(C), pages 50-77.
    8. Andr'e Casajus & Yukihiko Funaki & Frank Huettner, 2025. "Balanced contributions, consistency, and value for games with externalities," Papers 2511.03145, arXiv.org.
    9. Mohanrasu, S.S. & Janani, K. & Rakkiyappan, R., 2024. "A COPRAS-based Approach to Multi-Label Feature Selection for Text Classification," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 222(C), pages 3-23.
    10. Meng, Fan-Yong & Zhao, Deng-Yu & Gong, Zai-Wu & Chu, Jun-Fei & Pedrycz, Witold & Yuan, Zhe, 2024. "Consensus adjustment for multi-attribute group decision making based on cross-allocation," European Journal of Operational Research, Elsevier, vol. 318(1), pages 200-216.
    11. Tang, Jie & Li, Zi-Jun & Meng, Fan-Yong & Gong, Zai-Wu & Pedrycz, Witold, 2025. "Biform game consensus analysis of group decision making with unconnected social network," European Journal of Operational Research, Elsevier, vol. 324(1), pages 259-275.
    12. Chen, Ya-Ru & Liu, Fang & Bustince, Humberto & Huang, Hao & Zhong, Xian-Ci, 2026. "Optimization-driven group decision making with XOR comparison matrices," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 241(PA), pages 763-786.
    13. Peykani, Pejman & Emrouznejad, Ali & Nouri, Mojtaba, 2026. "Best-worst multi-criteria decision-making method: A review of the literature," Socio-Economic Planning Sciences, Elsevier, vol. 104(C).
    14. Wei, Jinpeng & Xu, Xuanhua & Wang, Qiuhan & Wang, Zongrun & Guo, Weiwei & Javier Cabrerizo, Francisco, 2026. "A robust data-driven maximum experts consensus modeling approach considering fairness concerns under uncertain contexts," European Journal of Operational Research, Elsevier, vol. 333(3), pages 835-851.
    15. Li, Yulong & Wang, Zhuang & Shen, Yinghua & Pedrycz, Witold, 2026. "Cost management with default risk in large-scale group decision making: A method based on cooperative bargaining game," European Journal of Operational Research, Elsevier, vol. 329(2), pages 556-576.
    16. Wang, Jing & Liu, Hu-Chen & Zhang, Junyao & Shi, Hua & Zhang, Qi-Zhen, 2024. "New approach for quality function development based on cooperative game-based consensus mechanism and three-way decision method," International Journal of Production Economics, Elsevier, vol. 276(C).
    17. Hao Li & Xianchao Dai & Qun Wu & Ligang Zhou & Witold Pedrycz, 2025. "A Bayesian Analysis Framework for Decision Making with Interval Pairwise Comparison Judgments," Decision Analysis, INFORMS, vol. 22(4), pages 207-254, December.
    18. Shen, Yufeng & Ma, Xueling & Kou, Gang & Rodríguez, Rosa M. & Zhan, Jianming, 2025. "Consensus methods with Nash and Kalai–Smorodinsky bargaining game for large-scale group decision-making," European Journal of Operational Research, Elsevier, vol. 321(3), pages 865-883.
    19. Janani, K. & Mohanrasu, S.S. & Kashkynbayev, Ardak & Rakkiyappan, R., 2024. "Minkowski distance measure in fuzzy PROMETHEE for ensemble feature selection," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 222(C), pages 264-295.
    20. Jiang, Qin & Liu, Yong & An, Jia-qi, 2025. "Super conflict resolution approach based on minimum loss considering altruistic behavior and fairness concern," European Journal of Operational Research, Elsevier, vol. 325(1), pages 147-166.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:matcom:v:241:y:2026:i:pa:p:498-512. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/mathematics-and-computers-in-simulation/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.