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Youth and forecasting of sustainable development pillars: An adaptive neuro-fuzzy inference system approach

Author

Listed:
  • Jasna Petković
  • Nataša Petrović
  • Ivana Dragović
  • Kristina Stanojević
  • Jelena Andreja Radaković
  • Tatjana Borojević
  • Mirjana Kljajić Borštnar

Abstract

Sustainable development goals are used as a guidance for strategies development on local, regional and national levels. The importance of including young people in this complex process is recognized in all relevant documents (i.e. Agenda 21), however it is not an easy task to elicit opinions and preferences from the youth. Furthermore, the assessment of the sustainable development goals itself presents a challenge for the noisy data and nonlinear relationships in data. Popular approach is fuzzy set models where expert knowledge is presented with comprehensible rules; however expert knowledge elicitation takes a long time too. Several studies proposed an adaptive neuro-fuzzy inference system approach that combines the fuzzy set theory to model expert knowledge with neural networks for inferring rules and membership functions from data to assess the sustainable development performance. We base our assumptions that ANFIS can be used to predict the importance of sustainable development pillars from the demographic data of young people. For this purpose, we have conducted an online survey on sustainable development goals opinions and importance of young people in Serbia. The sample of 386 respondents has been split into a training sample of 300 instances (to generate membership functions and fuzzy rules) and a testing sample of 86 instances to predict the importance of the three pillars. We have conducted a trace-driven simulation test to validate the results of the proposed ANFIS model. Results of the study provided insights into how the young people in Serbia assess the importance of sustainable development goals. Secondly, the results suggest that ANFIS can be applied to predict values of importance of the three sustainable development pillars with the relative error of Rel Err

Suggested Citation

  • Jasna Petković & Nataša Petrović & Ivana Dragović & Kristina Stanojević & Jelena Andreja Radaković & Tatjana Borojević & Mirjana Kljajić Borštnar, 2019. "Youth and forecasting of sustainable development pillars: An adaptive neuro-fuzzy inference system approach," PLOS ONE, Public Library of Science, vol. 14(6), pages 1-25, June.
    • Handle: RePEc:plo:pone00:0218855
    DOI: 10.1371/journal.pone.0218855
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    1. Xianming Dou & Yongguo Yang & Jinhui Luo, 2018. "Estimating Forest Carbon Fluxes Using Machine Learning Techniques Based on Eddy Covariance Measurements," Sustainability, MDPI, vol. 10(1), pages 1-26, January.
    2. Mona Treude & Dorothea Schostok & Oscar Reutter & Manfred Fischedick, 2017. "The Future of North Rhine-Westphalia-Participation of the Youth as Part of a Social Transformation towards Sustainable Development," Sustainability, MDPI, vol. 9(6), pages 1-13, June.
    3. Maria Manta Conroy & Philip R Berke, 2004. "What Makes a Good Sustainable Development Plan? An Analysis of Factors That Influence Principles of Sustainable Development," Environment and Planning A, , vol. 36(8), pages 1381-1396, August.
    4. Xavier Debrun & Paul Masson & Catherine Pattillo, 2003. "West African Currency Unions: Rationale and Sustainability," CESifo Economic Studies, CESifo Group, vol. 49(3), pages 381-413.
    5. World Commission on Environment and Development,, 1987. "Our Common Future," OUP Catalogue, Oxford University Press, number 9780192820808.
    6. Mehrbakhsh Nilashi & Fausto Cavallaro & Abbas Mardani & Edmundas Kazimieras Zavadskas & Sarminah Samad & Othman Ibrahim, 2018. "Measuring Country Sustainability Performance Using Ensembles of Neuro-Fuzzy Technique," Sustainability, MDPI, vol. 10(8), pages 1-20, August.
    7. United Nations UN, 2015. "Transforming our World: the 2030 Agenda for Sustainable Development," Working Papers id:7559, eSocialSciences.
    8. Mathew Forstater, 2003. "Public employment and environmental sustainability," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 25(3), pages 385-406.
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