IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v12y2020i24p10524-d462930.html
   My bibliography  Save this article

A Deep Neural Network-Based Advisory Framework for Attainment of Sustainable Development Goals 1-6

Author

Listed:
  • Okewu Emmanuel

    (Centre for Information and Technology, University of Lagos, Lagos 100001, Nigeria)

  • Ananya M

    (Department of Informatics, Technical University of Munich, 80333 Munich, Germany)

  • Sanjay Misra

    (Department of Electrical & Information Engineering (EIE), College of Engineering, Covenant University, Ogun 112233, Nigeria
    Department of Information Systems Engineering, Faculty of Engineering, Atilim University, 06830 Incek, Ankara, Turkey)

  • Murat Koyuncu

    (Department of Information Systems Engineering, Faculty of Engineering, Atilim University, 06830 Incek, Ankara, Turkey)

Abstract

Research in sustainable development, program design and monitoring, and evaluation requires data analytics for the Sustainable Developments Goals (SDGs) not to suffer the same fate as the Millennium Development Goals (MDGs). The MDGs were poorly implemented, particularly in developing countries. In the SDGs dispensation, there is a huge amount of development-related data that needs to be harnessed using predictive analytics models such as deep neural networks for timely and unbiased information. The SDGs aim at improving the lives of citizens globally. However, the first six SDGs (SDGs 1-6) are more relevant to developing economies than developed economies. This is because low-resourced countries are still battling with extreme poverty and unacceptable levels of illiteracy occasioned by corruption and poor leadership. Inclusive innovation is a philosophy of SDGs as no one should be left behind in the global economy. The focus of this study is the implementation of SDGs 1-6 in less developed countries. Given their peculiar socio-economic challenges, we proposed a design for a low-budget deep neural network-based sustainable development goals 1-6 (DNNSDGs 1-6) system. The aim is to empower actors implementing SDGs in developing countries with data-based information for robust decision making.

Suggested Citation

  • Okewu Emmanuel & Ananya M & Sanjay Misra & Murat Koyuncu, 2020. "A Deep Neural Network-Based Advisory Framework for Attainment of Sustainable Development Goals 1-6," Sustainability, MDPI, vol. 12(24), pages 1-16, December.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:24:p:10524-:d:462930
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/12/24/10524/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/12/24/10524/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Chibuike Kingsley Nduneseokwu & Ying Qu & Andrea Appolloni, 2017. "Factors Influencing Consumers’ Intentions to Participate in a Formal E-Waste Collection System: A Case Study of Onitsha, Nigeria," Sustainability, MDPI, vol. 9(6), pages 1-17, May.
    2. Han Jia & Andrea Appolloni & Yunqi Wang, 2017. "Green Travel: Exploring the Characteristics and Behavior Transformation of Urban Residents in China," Sustainability, MDPI, vol. 9(6), pages 1-14, June.
    3. Guido Marseglia & Blanca Fernandez Vasquez-Pena & Carlo Maria Medaglia & Ricardo Chacartegui, 2020. "Alternative Fuels for Combined Cycle Power Plants: An Analysis of Options for a Location in India," Sustainability, MDPI, vol. 12(8), pages 1-25, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Robertas Damasevicius, 2023. "Progress, Evolving Paradigms and Recent Trends in Economic Analysis," Financial Economics Letters, Anser Press, vol. 2(2), pages 35-47, October.

    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. Qi Yang & Jianyuan Huang, 2020. "Content Analysis of Family Policy Instruments to Promote the Sustainable Development of Families in China from 1989–2019," Sustainability, MDPI, vol. 12(2), pages 1-20, January.
    2. Huaide Wen & Jun Dai, 2021. "The Change of Sources of Growth and Sustainable Development in China: Based on the Extended EKC Explanation," Sustainability, MDPI, vol. 13(5), pages 1-19, March.
    3. Jiaqi Luo & Mingxiao Bi & Haibo Kuang, 2021. "Design of Evaluation Scheme for Social Responsibility of China’s Transportation Enterprises from the Perspective of Green Supply Chain Management," Sustainability, MDPI, vol. 13(6), pages 1-23, March.
    4. Fontecha, John E. & Nikolaev, Alexander & Walteros, Jose L. & Zhu, Zhenduo, 2022. "Scientists wanted? A literature review on incentive programs that promote pro-environmental consumer behavior: Energy, waste, and water," Socio-Economic Planning Sciences, Elsevier, vol. 82(PA).
    5. Ronald Baganzi & Antonio K. W. Lau, 2017. "Examining Trust and Risk in Mobile Money Acceptance in Uganda," Sustainability, MDPI, vol. 9(12), pages 1-22, December.
    6. Francesc Valls & Josep Roca, 2021. "Visualizing Digital Traces for Sustainable Urban Management: Mapping Tourism Activity on the Virtual Public Space," Sustainability, MDPI, vol. 13(6), pages 1-20, March.
    7. Hong Thi Thu Nguyen & Rern-Jay Hung & Chun-Hung Lee & Hang Thi Thu Nguyen, 2018. "Determinants of Residents’ E-Waste Recycling Behavioral Intention: A Case Study from Vietnam," Sustainability, MDPI, vol. 11(1), pages 1-24, December.
    8. Congjia Huo & Lingming Chen & Peipei Dong, 2022. "Threshold Effect of Industry Heterogeneity on Green Innovation Efficiency: Evidence From China," SAGE Open, , vol. 12(2), pages 21582440221, June.
    9. Kareem Abdul Waheed & Abhilasha Singh & Ayisha Siddiqua & Maisa El Gamal & Mohammed Laeequddin, 2023. "E-Waste Recycling Behavior in the United Arab Emirates: Investigating the Roles of Environmental Consciousness, Cost, and Infrastructure Support," Sustainability, MDPI, vol. 15(19), pages 1-19, September.
    10. Xing Yin & Xiaolin Chen & Xiaolin Xu & Lianmin Zhang, 2020. "Tax or Subsidy? Optimal Carbon Emission Policy: A Supply Chain Perspective," Sustainability, MDPI, vol. 12(4), pages 1-13, February.
    11. Junjun Zheng & Yi Cheng & Gang Ma & Xue Han & Liukai Yu, 2020. "Feasibility Analysis of Green Travel in Public Transportation: A Case Study of Wuhan," Sustainability, MDPI, vol. 12(16), pages 1-22, August.
    12. Saleh Althnayan & Areej Alarifi & Saleh Bajaba & Abdullah Alsabban, 2022. "Linking Environmental Transformational Leadership, Environmental Organizational Citizenship Behavior, and Organizational Sustainability Performance: A Moderated Mediation Model," Sustainability, MDPI, vol. 14(14), pages 1-19, July.
    13. Atiyeh Seifian & Sajjad Shokouhyar & Mohamad Bahrami, 2024. "Exploring customers’ purchasing behavior toward refurbished mobile phones: a cross-cultural opinion mining of amazon reviews," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 28131-28159, November.
    14. Hebin Shen & Syed Ahtsham Ali & Majed Alharthi & Ali Shan Shah & Abdul Basit Khan & Qaiser Abbas & Saeed ur Rahman, 2021. "Carbon-Free Energy and Sustainable Environment: The Role of Human Capital and Technological Revolutions in Attaining SDGs," Sustainability, MDPI, vol. 13(5), pages 1-17, March.
    15. Hilal Shams & Altaf Hossain Molla & Mohd Nizam Ab Rahman & Hawa Hishamuddin & Zambri Harun & Nallapaneni Manoj Kumar, 2023. "Exploring Industry-Specific Research Themes on E-Waste: A Literature Review," Sustainability, MDPI, vol. 15(16), pages 1-22, August.
    16. Claudia Arias & Jhon Mario Quiroga Beltrán & Javier Mauricio Martínez Ariza & Javier Bernardo Cadena Lozano & Miguel Angel Bello Bernal, 2022. "Pro-Circular Consumer Profile: An Approach to Their Identification and Characterization Based on the Components of the Value-Belief-Norm Theory," Sustainability, MDPI, vol. 14(13), pages 1-36, June.
    17. N. P. Ravindra Deyshappriya & M. M. T. D. M. Kumari, 2019. "Determinants of the behavioural intentions of households to recycle E-waste in Sri Lanka," Asian Journal of Empirical Research, Asian Economic and Social Society, vol. 9(8), pages 202-216, August.
    18. Xiao Li & Jiarou Cao & Zhenggang Liu & Xinggang Luo, 2020. "Sustainable Business Model Based on Digital Twin Platform Network: The Inspiration from Haier’s Case Study in China," Sustainability, MDPI, vol. 12(3), pages 1-26, January.
    19. Adina-Iuliana Jigani & Camelia Delcea & Corina Ioanăș, 2020. "Consumers’ Behavior in Selective Waste Collection: A Case Study Regarding the Determinants from Romania," Sustainability, MDPI, vol. 12(16), pages 1-35, August.
    20. Bircan Arslannur & Ahmet Tortum, 2023. "Public Transport Modeling for Commuting in Cities with Different Development Levels Using Extended Theory of Planned Behavior," Sustainability, MDPI, vol. 15(15), pages 1-24, August.

    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:gam:jsusta:v:12:y:2020:i:24:p:10524-:d:462930. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.