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Uncovering the SDG content of Human Security Policies through a Machine Learning web application

Author

Listed:
  • Phoebe Koundouri
  • Panagiotis Stavros Aslanidis
  • Konstantinos Dellis
  • Georgios Feretzakis
  • Angelos Plataniotis

Abstract

This paper introduces a machine learning (ML) based approach for integrating Human Security (HS) and Sustainable Development Goals (SDGs). Originating in the 1990s, HS focuses on strategic, people-centric interventions for ensuring comprehensive welfare and resilience. It closely aligns with the SDGs, together forming the foundation for global sustainable development initiatives. Our methodology involves mapping 44 reports to the 17 SDGs using expert-annotated keywords and advanced ML techniques, resulting in a web-based SDG mapping tool. This tool is specifically tailored for the HS-SDG nexus, enabling the analysis of 13 new reports and their connections to the SDGs. Through this, we uncover detailed insights and establish strong links between the reports and global objectives, offering a nuanced understanding of the interplay between HS and sustainable development. This research provides a scalable framework to explore the relationship between HS and the Paris Agenda, offering a practical, efficient resource for scholars and policymakers.

Suggested Citation

  • Phoebe Koundouri & Panagiotis Stavros Aslanidis & Konstantinos Dellis & Georgios Feretzakis & Angelos Plataniotis, 2024. "Uncovering the SDG content of Human Security Policies through a Machine Learning web application," DEOS Working Papers 2406, Athens University of Economics and Business.
    • Handle: RePEc:aue:wpaper:2406
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    File URL: http://wpa.deos.aueb.gr/docs/2024.Human.Security.Policies.pdf
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    References listed on IDEAS

    as
    1. George E. Halkos & Panagiotis-Stavros C. Aslanidis, 2023. "Causes and Measures of Poverty, Inequality, and Social Exclusion: A Review," Economies, MDPI, vol. 11(4), pages 1-25, April.
    2. George E. Halkos & Panagiotis-Stavros C. Aslanidis, 2023. "Addressing Multidimensional Energy Poverty Implications on Achieving Sustainable Development," Energies, MDPI, vol. 16(9), pages 1-30, April.
    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    Artificial Intelligence in Policy Making; Data Mining; Human-Centric Governance Strategies; Human Security; Machine Learning; Sustainable Development Goals;
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