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Data normalisation techniques in decision making: case study with TOPSIS method

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  1. Nora Sharkasi & Nguyen Vo Hien Chau & Jay Rajasekera, 2023. "Export Potential Analysis of Vietnamese Bottled Coconut Water by Incorporating Criteria Weights of MCDM into the Gravity of Trade Model," Sustainability, MDPI, vol. 15(15), pages 1-26, July.
  2. Agnieszka Kurdyś-Kujawska & Agnieszka Sompolska-Rzechuła & Joanna Pawłowska-Tyszko & Michał Soliwoda, 2021. "Crop Insurance, Land Productivity and the Environment: A Way forward to a Better Understanding," Agriculture, MDPI, vol. 11(11), pages 1-17, November.
  3. Irene Daskalopoulou & Athanasia Karakitsiou, 2020. "Regional Social Capital and Economic Growth: Exploratory Evidence from Testing the Virtuous Spiral vs. Vicious Cycle Model for Greece," Sustainability, MDPI, vol. 12(15), pages 1-25, July.
  4. A. López-García & V. Liern & B. Pérez-Gladish, 2025. "Determining the underlying role of corporate sustainability criteria in a ranking problem using UW-TOPSIS," Annals of Operations Research, Springer, vol. 346(2), pages 1321-1344, March.
  5. José Hugo Leite Junior & Dalmarino Setti & Luis Maurício Martins de Resende, 2025. "AlphaHReview: an integrated multi-criteria methodology for ranking publications in systematic literature reviews," Scientometrics, Springer;Akadémiai Kiadó, vol. 130(11), pages 6541-6578, November.
  6. Magdalena Zioło & Iwona Bąk & Anna Spoz, 2024. "Sustainable Energy Sources and Financial Development Nexus—Perspective of European Union Countries in 2013–2021," Energies, MDPI, vol. 17(13), pages 1-19, July.
  7. Małgorzata Trojanowska & Krzysztof Nęcka, 2020. "Selection of the Multiple-Criteria Decision-Making Method for Evaluation of Sustainable Energy Development: A Case Study of Poland," Energies, MDPI, vol. 13(23), pages 1-24, November.
  8. Frashid Khoshhal-Zolpirani & Majid Majidian & Narges Banaeian & Atefeh Saburi, 2026. "Coupling life cycle audition and operation research methods to achieve sustainable rapeseed production system," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 28(2), pages 3337-3361, February.
  9. Aditi Mahajan & Inderdeep Singh & Navneet Arora, 2024. "An integrated multi-criteria decision-making framework for the selection of sustainable biodegradable polymer for food packaging applications," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(4), pages 8399-8420, April.
  10. Doukas, H. & Arsenopoulos, A. & Lazoglou, M. & Nikas, A. & Flamos, A., 2022. "Wind repowering: Unveiling a hidden asset," Renewable and Sustainable Energy Reviews, Elsevier, vol. 162(C).
  11. Mohamed Bouhedja & Samir Bouhedja & Aissa Benselhoub, 2024. "Testing the suitability of vector normalization procedure in topsis method: application to wheel loader selection," Technology audit and production reserves, PC TECHNOLOGY CENTER, vol. 2(2(76)), pages 52-62, April.
  12. Ek-anong Tangrukwaraskul & Kiriya Kulchanarat, 0000. "Post Pandemic Digital Transformation and Comparative Analysis of ICT Firms in the Stock Exchange of Thailand using TOPSIS Technique," Proceedings of Economics and Finance Conferences 14716382, International Institute of Social and Economic Sciences.
  13. Leoneti, Alexandre Bevilacqua & Gomes, Luiz Flavio Autran Monteiro, 2021. "A novel version of the TODIM method based on the exponential model of prospect theory: The ExpTODIM method," European Journal of Operational Research, Elsevier, vol. 295(3), pages 1042-1055.
  14. Jack Mathebula & Nhlanhla Mbuli, 2025. "Application of TOPSIS for Multi-Criteria Decision Analysis (MCDA) in Power Systems: A Systematic Literature Review," Energies, MDPI, vol. 18(13), pages 1-28, July.
  15. Alao, Moshood Akanni & Popoola, Olawale M. & Ayodele, Temitope Rapheal, 2021. "Selection of waste-to-energy technology for distributed generation using IDOCRIW-Weighted TOPSIS method: A case study of the City of Johannesburg, South Africa," Renewable Energy, Elsevier, vol. 178(C), pages 162-183.
  16. Agnieszka Sompolska-Rzechuła & Agnieszka Kurdyś-Kujawska, 2022. "Assessment of the Development of Poverty in EU Countries," IJERPH, MDPI, vol. 19(7), pages 1-18, March.
  17. Na Li & Rudi Hakvoort & Zofia Lukszo, 2021. "Cost Allocation in Integrated Community Energy Systems—Social Acceptance," Sustainability, MDPI, vol. 13(17), pages 1-24, September.
  18. Mehdi Rajabi Asadabadi & Hadi Badri Ahmadi & Himanshu Gupta & James J. H. Liou, 2023. "Supplier selection to support environmental sustainability: the stratified BWM TOPSIS method," Annals of Operations Research, Springer, vol. 322(1), pages 321-344, March.
  19. Ali, Tausif & Aghaloo, Kamaleddin & Chiu, Yie-Ru & Ahmad, Munir, 2022. "Lessons learned from the COVID-19 pandemic in planning the future energy systems of developing countries using an integrated MCDM approach in the off-grid areas of Bangladesh," Renewable Energy, Elsevier, vol. 189(C), pages 25-38.
  20. Zoltán Bánhidi & Imre Dobos, 2024. "Sensitivity of TOPSIS ranks to data normalization and objective weights on the example of digital development," 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. 32(1), pages 29-44, March.
  21. Nomeda Dobrovolskienė & Anastasija Pozniak, 2021. "Simple Additive Weighting versus Technique for Order Preference by Similarity to an Ideal Solution: which method is better suited for assessing the sustainability of a real estate project," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 8(4), pages 180-196, June.
  22. Malgorzata Wilczynska & Alina Walenia & Agnieszka Lew & Krzysztof Rejman & Bozena Sowa & Tadeusz Olejarz & Norbert Zyczynski, 2025. "Indicators of Socio-Economic Development of European Union Member States," European Research Studies Journal, European Research Studies Journal, vol. 0(2), pages 489-513.
  23. Marcio Pereira Basilio & Valdecy Pereira & Fatih Yigit, 2023. "New Hybrid EC-Promethee Method with Multiple Iterations of Random Weight Ranges: Applied to the Choice of Policing Strategies," Mathematics, MDPI, vol. 11(21), pages 1-34, October.
  24. Janis Edmunds Daugavietis & Raimonda Soloha & Elina Dace & Jelena Ziemele, 2022. "A Comparison of Multi-Criteria Decision Analysis Methods for Sustainability Assessment of District Heating Systems," Energies, MDPI, vol. 15(7), pages 1-23, March.
  25. Dariusz Kacprzak, 2024. "A new similarity measure for rankings obtained in MCDM problems using different normalization techniques," Operations Research and Decisions, Wroclaw University of Science and Technology, Faculty of Management, vol. 34(2), pages 47-64.
  26. Renan Favarão da Silva & Marjorie Maria Bellinello & Gilberto Francisco Martha de Souza & Sara Antomarioni & Maurizio Bevilacqua & Filippo Emanuele Ciarapica, 2021. "Deciding a Multicriteria Decision-Making (MCDM) Method to Prioritize Maintenance Work Orders of Hydroelectric Power Plants," Energies, MDPI, vol. 14(24), pages 1-22, December.
  27. Tomasz Wachowicz & Ewa Roszkowska, 2025. "Enhancing TOPSIS to Evaluate Negotiation Offers with Subjectively Defined Reference Points," Group Decision and Negotiation, Springer, vol. 34(4), pages 715-749, August.
  28. Alam Md Moshiul & Roslina Mohammad & Fariha Anjum Hira, 2023. "Alternative Fuel Selection Framework toward Decarbonizing Maritime Deep-Sea Shipping," Sustainability, MDPI, vol. 15(6), pages 1-37, March.
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