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Explainable Ontology-Based Intelligent Decision Support System for Business Model Design and Sustainability

Author

Listed:
  • Basma Hamrouni

    (Computer Science Department, University of Ouargla, Ouargla 30000, Algeria
    These authors contributed equally to this work.)

  • Abdelhabib Bourouis

    (Research Laboratory on Computer Science’s Complex Systems, University of Oum El Bouaghi, Oum El Bouaghi 04000, Algeria
    These authors contributed equally to this work.)

  • Ahmed Korichi

    (Computer Science Department, University of Ouargla, Ouargla 30000, Algeria
    These authors contributed equally to this work.)

  • Mohsen Brahmi

    (Faculty FEM, University of Sfax, Sfax 3018, Tunisia
    These authors contributed equally to this work.)

Abstract

Background: Case-Based Reasoning (CBR) is a problem-solving paradigm that uses knowledge of relevant past experiences (cases) to interpret or solve new problems. CBR systems allow generating explanations easily, as they typically organize and represent knowledge in a way that makes it possible to reason about and thereby generate explanations. An improvement of this paradigm is ontology-based CBR, an approach that combines, in the form of formal ontologies, case-specific knowledge with domain one in order to improve the effectiveness and explanation capability of the system. Intelligent systems make daily activities more easily, efficiently, and represent a real support for sustainable economic development. On the one hand, they improve efficiency, productivity, and quality, and, on the other hand, can reduce costs and cut waste. In this way, intelligent systems facilitate sustainable development, economic growth, societal progress, and improve efficiency. Aim: In this vision, the purpose of this paper is to propose a new generation of intelligent decision support systems for Business Model having the ability to provide explanations to increase confidence in proposed solutions. Findings/result: The performance results obtained show the benefits of the proposed solution with different requirements of an explanatory decision support system. Consequently, applying this paradigm for software tools of business model development will make a great promise for supporting business model design, sustainability, and innovation.

Suggested Citation

  • Basma Hamrouni & Abdelhabib Bourouis & Ahmed Korichi & Mohsen Brahmi, 2021. "Explainable Ontology-Based Intelligent Decision Support System for Business Model Design and Sustainability," Sustainability, MDPI, vol. 13(17), pages 1-28, September.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:17:p:9819-:d:627233
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    References listed on IDEAS

    as
    1. Morris, Michael & Schindehutte, Minet & Allen, Jeffrey, 2005. "The entrepreneur's business model: toward a unified perspective," Journal of Business Research, Elsevier, vol. 58(6), pages 726-735, June.
    2. Schmidt, Gunter, 1998. "Case-based reasoning for production scheduling," International Journal of Production Economics, Elsevier, vol. 56(1), pages 537-546, September.
    3. Margherita Pagani, 2009. "Roadmapping 3G mobile TV : Strategic thinking and scenario planning through repeated cross-impact handling," Post-Print hal-02313094, HAL.
    4. Esben Rahbek Gjerdrum Pedersen & Wencke Gwozdz & Kerli Kant Hvass, 2018. "Exploring the Relationship Between Business Model Innovation, Corporate Sustainability, and Organisational Values within the Fashion Industry," Journal of Business Ethics, Springer, vol. 149(2), pages 267-284, May.
    5. Beatriz Mayor & Helen Toxopeus & Siobhan McQuaid & Edoardo Croci & Benedetta Lucchitta & Suhana E. Reddy & Aitziber Egusquiza & Monica A. Altamirano & Tamara Trumbic & Andreas Tuerk & Gemma García & E, 2021. "State of the Art and Latest Advances in Exploring Business Models for Nature-Based Solutions," Sustainability, MDPI, vol. 13(13), pages 1-21, July.
    6. Pascale Zaraté & Shaofeng Liu, 2016. "A new trend for knowledge-based decision support systems design," International Journal of Information and Decision Sciences, Inderscience Enterprises Ltd, vol. 8(3), pages 305-324.
    7. Francisco-Jose Molina-Castillo & Noemi Sinkovics & Rudolf R. Sinkovics, 2021. "Sustainable Business Model Innovation: Review, Analysis and Impact on Society," Sustainability, MDPI, vol. 13(16), pages 1-4, August.
    8. Kley, Fabian & Lerch, Christian & Dallinger, David, 2011. "New business models for electric cars--A holistic approach," Energy Policy, Elsevier, vol. 39(6), pages 3392-3403, June.
    9. Assunta Di Vaio & Flavio Boccia & Loris Landriani & Rosa Palladino, 2020. "Artificial Intelligence in the Agri-Food System: Rethinking Sustainable Business Models in the COVID-19 Scenario," Sustainability, MDPI, vol. 12(12), pages 1-12, June.
    10. Wang, Jiang-Jiang & Jing, You-Yin & Zhang, Chun-Fa & Zhao, Jun-Hong, 2009. "Review on multi-criteria decision analysis aid in sustainable energy decision-making," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(9), pages 2263-2278, December.
    11. Minyoung Kwon & Erwin Mlecnik & Vincent Gruis, 2021. "Business Model Development for Temporary Home Renovation Consultancy Centres: Experiences from European Pop-Ups," Sustainability, MDPI, vol. 13(15), pages 1-18, July.
    12. Changduk Jung & Ingoo Han & Bomil Suh, 1999. "Risk analysis for electronic commerce using case‐based reasoning," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 8(1), pages 61-73, March.
    13. Raphael Amit & Christoph Zott, 2001. "Value creation in E‐business," Strategic Management Journal, Wiley Blackwell, vol. 22(6‐7), pages 493-520, June.
    14. Sabrina Schneider & Michael Leyer, 2019. "Me or information technology? Adoption of artificial intelligence in the delegation of personal strategic decisions," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 40(3), pages 223-231, April.
    15. Carolina López-Nicolás & Jesús Ruiz-Nicolás & Enrique Mateo-Ortuño, 2021. "Towards Sustainable Innovative Business Models," Sustainability, MDPI, vol. 13(11), pages 1-19, May.
    16. Ricardo Vinuesa & Hossein Azizpour & Iolanda Leite & Madeline Balaam & Virginia Dignum & Sami Domisch & Anna Felländer & Simone Daniela Langhans & Max Tegmark & Francesco Fuso Nerini, 2020. "The role of artificial intelligence in achieving the Sustainable Development Goals," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    17. Dominik Dellermann & Nikolaus Lipusch & Philipp Ebel & Jan Marco Leimeister, 2019. "Design principles for a hybrid intelligence decision support system for business model validation," Electronic Markets, Springer;IIM University of St. Gallen, vol. 29(3), pages 423-441, September.
    18. H. Vos & T. Haaker, 2008. "The STOF Method," Springer Books, in: Harry Bouwman & Henny Vos & Timber Haaker (ed.), Mobile Service Innovation and Business Models, chapter 5, pages 115-136, Springer.
    19. Di Vaio, Assunta & Palladino, Rosa & Hassan, Rohail & Escobar, Octavio, 2020. "Artificial intelligence and business models in the sustainable development goals perspective: A systematic literature review," Journal of Business Research, Elsevier, vol. 121(C), pages 283-314.
    20. Noemi Sinkovics & Denanjalee Gunaratne & Rudolf R. Sinkovics & Francisco-Jose Molina-Castillo, 2021. "Sustainable Business Model Innovation: An Umbrella Review," Sustainability, MDPI, vol. 13(13), pages 1-17, June.
    21. Mulliner, Emma & Malys, Naglis & Maliene, Vida, 2016. "Comparative analysis of MCDM methods for the assessment of sustainable housing affordability," Omega, Elsevier, vol. 59(PB), pages 146-156.
    22. Nizar Abdelkafi & Sergiy Makhotin & Thorsten Posselt, 2013. "Business Model Innovations For Electric Mobility — What Can Be Learned From Existing Business Model Patterns?," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 17(01), pages 1-41.
    23. Sabrina Schneider & Patrick Spieth, 2013. "Business Model Innovation: Towards An Integrated Future Research Agenda," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 17(01), pages 1-34.
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    5. Naeimah Fahad S. Almawishir & Houcine Benlaria, 2023. "Using the PLS-SEM Model to Measure the Impact of the Knowledge Economy on Sustainable Development in the Al-Jouf Region of Saudi Arabia," Sustainability, MDPI, vol. 15(8), pages 1-23, April.
    6. Catalin Vrabie, 2023. "E-Government 3.0: An AI Model to Use for Enhanced Local Democracies," Sustainability, MDPI, vol. 15(12), pages 1-19, June.
    7. Xin Dai & Jie Tang & Qin Huang & Wenyue Cui, 2023. "Knowledge Spillover and Spatial Innovation Growth: Evidence from China’s Yangtze River Delta," Sustainability, MDPI, vol. 15(19), pages 1-26, September.

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