IDEAS home Printed from https://ideas.repec.org/a/eee/oprepe/v10y2023ics2214716023000106.html
   My bibliography  Save this article

Clustering and reference value for assessing influence in analytic network process without pairwise comparison matrices: Study of 17 real cases

Author

Listed:
  • Schulze-González, Erik
  • Pastor-Ferrando, Juan-Pascual
  • Aragonés-Beltrán, Pablo

Abstract

The analytic network process (ANP) is a well-known multi-criteria decision method that uses pairwise comparison matrices to assess the influence among elements and clusters. This method requires the participation of experts who need to answer a large number of questions. A recent paper proposes using Decision-Making Trial and Evaluation (DEMATEL) scales in ANP to assess influences and suggests the possibility of grouping all elements into a single cluster. This rise the following questions that this paper seek to answer: if no comparison matrices are used in ANP, how similar are the results, whether clusters are used or not, to the original results with ANP using pairwise matrices? Why should or should not one or several groups be used in ANP? How much does the result change when considering multiple groups versus a single group? Does the variation of questions compensate for the variation of the results? How should the evaluation of influences and the use of the scale be approached depending on whether there are one or several groups? For this purpose, published cases solved with ANP have been reviewed and solved without comparison matrices, with the original clustering and with a single cluster, using four different models for each case study. The results show that clustering does influence the results. It should also be noted that the use of clustering helps to identify the elements of the decision problem. Additionally, this work includes the compilation of 17 cases matrices which can be used in further studies

Suggested Citation

  • Schulze-González, Erik & Pastor-Ferrando, Juan-Pascual & Aragonés-Beltrán, Pablo, 2023. "Clustering and reference value for assessing influence in analytic network process without pairwise comparison matrices: Study of 17 real cases," Operations Research Perspectives, Elsevier, vol. 10(C).
    • Handle: RePEc:eee:oprepe:v:10:y:2023:i:c:s2214716023000106
    DOI: 10.1016/j.orp.2023.100275
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S2214716023000106
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.orp.2023.100275?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 search for a different version of it.

    References listed on IDEAS

    as
    1. J P Pastor-Ferrando & P Aragonés-Beltrán & A Hospitaler-Pérez & M García-Melón, 2010. "An ANP- and AHP-based approach for weighting criteria in public works bidding," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(6), pages 905-916, June.
    2. Liu, Qizhi, 2022. "Identifying and correcting the defects of the Saaty analytic hierarchy/network process: A comparative study of the Saaty analytic hierarchy/network process and the Markov chain-based analytic network ," Operations Research Perspectives, Elsevier, vol. 9(C).
    3. Yanbing Ju & Aihua Wang & Tianhui You, 2015. "Emergency alternative evaluation and selection based on ANP, DEMATEL, and TL-TOPSIS," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 75(2), pages 347-379, February.
    4. Aragonés-Beltrán, Pablo & Chaparro-González, Fidel & Pastor-Ferrando, Juan-Pascual & Pla-Rubio, Andrea, 2014. "An AHP (Analytic Hierarchy Process)/ANP (Analytic Network Process)-based multi-criteria decision approach for the selection of solar-thermal power plant investment projects," Energy, Elsevier, vol. 66(C), pages 222-238.
    5. Yoram Wind & Thomas L. Saaty, 1980. "Marketing Applications of the Analytic Hierarchy Process," Management Science, INFORMS, vol. 26(7), pages 641-658, July.
    6. Niemira, Michael P. & Saaty, Thomas L., 2004. "An Analytic Network Process model for financial-crisis forecasting," International Journal of Forecasting, Elsevier, vol. 20(4), pages 573-587.
    7. Costa, Federica & Lispi, Leonardo & Staudacher, Alberto Portioli & Rossini, Matteo & Kundu, Kaustav & Cifone, Fabiana Dafne, 2019. "How to foster Sustainable Continuous Improvement: A cause-effect relations map of Lean soft practices," Operations Research Perspectives, Elsevier, vol. 6(C).
    8. Hannan Amoozad Mahdiraji & Edmundas Kazimieras Zavadskas & Aliakbar Kazeminia & AliAsghar Abbasi Kamardi, 2019. "Marketing strategies evaluation based on big data analysis: a CLUSTERING-MCDM approach," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 32(1), pages 2882-2898, January.
    9. Michele Grimaldi & Vincenzo Pellecchia & Isidoro Fasolino, 2017. "Urban Plan and Water Infrastructures Planning: A Methodology Based on Spatial ANP," Sustainability, MDPI, vol. 9(5), pages 1-23, May.
    10. Gwo-Hshiung Tzeng & Chi-Yo Huang, 2012. "Combined DEMATEL technique with hybrid MCDM methods for creating the aspired intelligent global manufacturing & logistics systems," Annals of Operations Research, Springer, vol. 197(1), pages 159-190, August.
    11. Meng-Chen Zhang & Bo-Wei Zhu & Chao-Meng Huang & Gwo-Hshiung Tzeng, 2021. "Systematic Evaluation Model for Developing Sustainable World-Class Universities: An East Asian Perspective," Mathematics, MDPI, vol. 9(8), pages 1-20, April.
    12. Erik Schulze-González & Juan-Pascual Pastor-Ferrando & Pablo Aragonés-Beltrán, 2021. "Testing a Recent DEMATEL-Based Proposal to Simplify the Use of ANP," Mathematics, MDPI, vol. 9(14), pages 1-23, July.
    13. Sheng-Hau Lin & Kung-Ming Liu & Jing-Chzi Hsieh & Chiao-Lun Hu & Xianjin Huang & Gwo-Hshiung Tzeng, 2020. "A new hybrid modified MADM model for the potential evaluation of a comprehensive land consolidation project (LCP) toward achieving sustainable development," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 63(9), pages 1585-1615, July.
    14. Nikola Kadoić & Blaženka Divjak & Nina Begičević Ređep, 2019. "Integrating the DEMATEL with the analytic network process for effective decision-making," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 27(3), pages 653-678, September.
    15. Manish Goyal & Vivek Gupta, 2014. "Identification of Homogeneous Rainfall Regimes in Northeast Region of India using Fuzzy Cluster Analysis," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(13), pages 4491-4511, October.
    16. Saaty, Thomas L., 1994. "Homogeneity and clustering in AHP ensures the validity of the scale," European Journal of Operational Research, Elsevier, vol. 72(3), pages 598-601, February.
    17. Xinyi Zhou & Yong Hu & Yong Deng & Felix T. S. Chan & Alessio Ishizaka, 2018. "A DEMATEL-based completion method for incomplete pairwise comparison matrix in AHP," Annals of Operations Research, Springer, vol. 271(2), pages 1045-1066, December.
    18. Thomas L. Saaty, 2016. "The Analytic Hierarchy and Analytic Network Processes for the Measurement of Intangible Criteria and for Decision-Making," International Series in Operations Research & Management Science, in: Salvatore Greco & Matthias Ehrgott & José Rui Figueira (ed.), Multiple Criteria Decision Analysis, edition 2, chapter 0, pages 363-419, Springer.
    19. Saaty, Thomas L., 1986. "Absolute and relative measurement with the AHP. The most livable cities in the United States," Socio-Economic Planning Sciences, Elsevier, vol. 20(6), pages 327-331.
    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. Erik Schulze-González & Juan-Pascual Pastor-Ferrando & Pablo Aragonés-Beltrán, 2021. "Testing a Recent DEMATEL-Based Proposal to Simplify the Use of ANP," Mathematics, MDPI, vol. 9(14), pages 1-23, July.
    2. Banai, Reza, 2010. "Evaluation of land use-transportation systems with the Analytic Network Process," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 3(1), pages 85-112.
    3. Lin, Sheng-Hau & Zhao, Xiaofeng & Wu, Jiuxing & Liang, Fachao & Li, Jia-Hsuan & Lai, Ren-Ji & Hsieh, Jing-Chzi & Tzeng, Gwo-Hshiung, 2021. "An evaluation framework for developing green infrastructure by using a new hybrid multiple attribute decision-making model for promoting environmental sustainability," Socio-Economic Planning Sciences, Elsevier, vol. 75(C).
    4. Lin, Sheng-Hau & Huang, Xianjin & Fu, Guole & Chen, Jia-Tsong & Zhao, Xiaofeng & Li, Jia-Hsuan & Tzeng, Gwo-Hshiung, 2021. "Evaluating the sustainability of urban renewal projects based on a model of hybrid multiple-attribute decision-making," Land Use Policy, Elsevier, vol. 108(C).
    5. Iwasaki, S & Tone, K, 1998. "A Search Model with Subjective Judgments: Auditing of Incorrect Tax Declarations," Omega, Elsevier, vol. 26(2), pages 249-261, April.
    6. Büyüközkan, Gülçin & Güleryüz, Sezin, 2016. "An integrated DEMATEL-ANP approach for renewable energy resources selection in Turkey," International Journal of Production Economics, Elsevier, vol. 182(C), pages 435-448.
    7. Simwanda, Matamyo & Murayama, Yuji & Ranagalage, Manjula, 2020. "Modeling the drivers of urban land use changes in Lusaka, Zambia using multi-criteria evaluation: An analytic network process approach," Land Use Policy, Elsevier, vol. 92(C).
    8. Li, Tao & Li, Ang & Guo, Xiaopeng, 2020. "The sustainable development-oriented development and utilization of renewable energy industry——A comprehensive analysis of MCDM methods," Energy, Elsevier, vol. 212(C).
    9. Patanjal Kumar & Sachin Kumar Mangla & Yigit Kazancoglu & Ali Emrouznejad, 2023. "A decision framework for incorporating the coordination and behavioural issues in sustainable supply chains in digital economy," Annals of Operations Research, Springer, vol. 326(2), pages 721-749, July.
    10. Hsu, David W.L. & Shen, Yung-Chi & Yuan, Benjamin J.C. & Chou, Chiyan James, 2015. "Toward successful commercialization of university technology: Performance drivers of university technology transfer in Taiwan," Technological Forecasting and Social Change, Elsevier, vol. 92(C), pages 25-39.
    11. Cortés-Aldana, Félix Antonio & García-Melón, Mónica & Fernández-de-Lucio, Ignacio & Aragonés-Beltrán, Pablo & Poveda-Bautista, Rocío, 2009. "University objectives and socioeconomic results: A multicriteria measuring of alignment," European Journal of Operational Research, Elsevier, vol. 199(3), pages 811-822, December.
    12. Hasan Dinçer & Ozlem Olgu Akdeniz & Umit Hacioglu, 2018. "Competitive strategy selection in the European banking sector using a hybrid decision-making approach," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 36(1), pages 213-242.
    13. Cinelli, Marco & Kadziński, Miłosz & Miebs, Grzegorz & Gonzalez, Michael & Słowiński, Roman, 2022. "Recommending multiple criteria decision analysis methods with a new taxonomy-based decision support system," European Journal of Operational Research, Elsevier, vol. 302(2), pages 633-651.
    14. Jose Martino Neto & Valerio Antonio Pamplona Salomon & Miguel Angel Ortiz-Barrios & Antonella Petrillo, 2023. "Compatibility and correlation of multi-attribute decision making: a case of industrial relocation," Annals of Operations Research, Springer, vol. 326(2), pages 831-852, July.
    15. Huizingh, Eelko K. R. E. & Vrolijk, Hans C. J., 1997. "A Comparison of Verbal and Numerical Judgments in the Analytic Hierarchy Process," Organizational Behavior and Human Decision Processes, Elsevier, vol. 70(3), pages 237-247, June.
    16. S Taghipour & D Banjevic & A K S Jardine, 2011. "Prioritization of medical equipment for maintenance decisions," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(9), pages 1666-1687, September.
    17. Kheybari, Siamak & Rezaie, Fariba Mahdi & Farazmand, Hadis, 2020. "Analytic network process: An overview of applications," Applied Mathematics and Computation, Elsevier, vol. 367(C).
    18. Anshu Gupta & Pallavi Sharma & Akansha Jain & Hongbo Xue & S. C. Malik & P. C. Jha, 2023. "An integrated DEMATEL Six Sigma hybrid framework for manufacturing process improvement," Annals of Operations Research, Springer, vol. 322(2), pages 713-753, March.
    19. Wen-Hsien Tsai & Pei-Ling Lee & Yu-Shan Shen & Elliott Hwang, 2014. "A combined evaluation model for encouraging entrepreneurship policies," Annals of Operations Research, Springer, vol. 221(1), pages 449-468, October.
    20. Majumdar, Abhijit & Tiwari, Manoj Kumar & Agarwal, Aastha & Prajapat, Kanika, 2021. "A new case of rank reversal in analytic hierarchy process due to aggregation of cost and benefit criteria," Operations Research Perspectives, Elsevier, vol. 8(C).

    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:oprepe:v:10:y:2023:i:c:s2214716023000106. 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/operations-research-perspectives .

    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.