lynx   »   [go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v9y2021i23p3055-d689874.html
   My bibliography  Save this article

Innovative Mesosystems Algorithm for Sustainable Development Priority Areas Identification in Industry Based on Decision Trees Construction

Author

Listed:
  • Aleksey I. Shinkevich

    (Logistics and Management Department, Kazan National Research Technological University, 420015 Kazan, Russia)

  • Irina G. Ershova

    (Department of Finance and Credit, Southwest State University, 305040 Kursk, Russia)

  • Farida F. Galimulina

    (Logistics and Management Department, Kazan National Research Technological University, 420015 Kazan, Russia)

  • Alla A. Yarlychenko

    (Logistics and Management Department, Kazan National Research Technological University, 420015 Kazan, Russia)

Abstract
Globally, assessing sustainable development methodology is kept in sustainable society index (SSI) format, but at the level of meso- and microsystems it remains undeveloped. The aim of the study is to typologize innovative mesosystems in Russian industry in the context of sustainable development based on the CART algorithm and to develop an algorithm for identifying priority areas of sustainable development. The research methods applied included formalization, a systematic approach, and the CART algorithm (calculation of the Gini index, training sample segmentation, the use of a recursive function and regression assessment). As a result of the study, the algorithm for the differentiated identification of innovative mesosystems sustainable development priority directions in industry based on the unique author’s methodology (ISDI) is proposed. The predominance of mesosystems with weak level of sustainable development requiring state support in favor of such mesosystems restructure is revealed. The novelty of the research lies in the development of new science-based solutions to ensure an accelerated transition of industry to the path of sustainable development. The difference of the author’s approach from the provisions known in science is the inclusion of environmental innovations in the mechanism for managing the sustainable development of innovative mesosystems and subsequent accounting in the process of mathematical processing of an array of data, which determines the uniqueness of the constructed decision trees.

Suggested Citation

  • Aleksey I. Shinkevich & Irina G. Ershova & Farida F. Galimulina & Alla A. Yarlychenko, 2021. "Innovative Mesosystems Algorithm for Sustainable Development Priority Areas Identification in Industry Based on Decision Trees Construction," Mathematics, MDPI, vol. 9(23), pages 1-18, November.
    • Handle: RePEc:gam:jmathe:v:9:y:2021:i:23:p:3055-:d:689874
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/9/23/3055/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2227-7390/9/23/3055/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Batrancea Larissa & Rathnaswamy Malar Maran & Batrancea Ioan & Nichita Anca & Rus Mircea-Iosif & Tulai Horia & Fatacean Gheorghe & Masca Ema Speranta & Morar Ioan Dan, 2020. "Adjusted Net Savings of CEE and Baltic Nations in the Context of Sustainable Economic Growth: A Panel Data Analysis," JRFM, MDPI, vol. 13(10), pages 1-17, October.
    2. Ren, Shenggang & Sun, Helin & Zhang, Tao, 2021. "Do environmental subsidies spur environmental innovation? Empirical evidence from Chinese listed firms," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    3. Yulia V. Vertakova & Vladimir A. Plotnikov, 2019. "The Integrated Approach to Sustainable Development: The Case of Energy Efficiency and Solid Waste Management," International Journal of Energy Economics and Policy, Econjournals, vol. 9(4), pages 194-201.
    4. Marina V. Shinkevich & Aleksey I. Shinkevich & Alexey D. Chudnovskiy & Irina V. Lushchik & Gulnara N. Kaigorodova & Izida I. Ishmuradova & Svetlana A. Bashkirtseva & Ludmila V. Marfina & Tatiana A. Zh, 2016. "Formalization of Sustainable Innovative Development Process in the Model of Innovations Diffusion," International Journal of Economics and Financial Issues, Econjournals, vol. 6(1), pages 179-184.
    5. Noha M. Galal & Ahmed F. Abdul Moneim, 2015. "A Mathematical Programming Approach to the Optimal Sustainable Product Mix for the Process Industry," Sustainability, MDPI, vol. 7(10), pages 1-19, September.
    6. Miola, Apollonia & Schiltz, Fritz, 2019. "Measuring sustainable development goals performance: How to monitor policy action in the 2030 Agenda implementation?," Ecological Economics, Elsevier, vol. 164(C), pages 1-1.
    7. Kristin Linnerud & Erling Holden & Morten Simonsen, 2021. "Closing the sustainable development gap: A global study of goal interactions," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(4), pages 738-753, July.
    8. Vera P. Samarina & Tatiana P. Skufina & Diana Yu. Savon & Alexey I. Shinkevich, 2021. "Management of Externalities in the Context of Sustainable Development of the Russian Arctic Zone," Sustainability, MDPI, vol. 13(14), pages 1-12, July.
    9. Xingang Zhao & Yuzhuo Zhang & Ji Liang & Yanbin Li & Rongda Jia & Ling Wang, 2018. "The Sustainable Development of the Economic-Energy-Environment (3E) System under the Carbon Trading (CT) Mechanism: A Chinese Case," Sustainability, MDPI, vol. 10(1), pages 1-21, January.
    10. Tatiana V. Malysheva & Alexey I. Shinkevich & Guzyal M. Kharisova & Yuliya V. Nuretdinova & Oleg R. Khasyanov & Ildar G. Nuretdinov & Natalia A. Zaitseva & Svetlana S. Kudryavtseva, 2016. "The Sustainable Development of Competitive Enterprises through the Implementation of Innovative Development Strategy," International Journal of Economics and Financial Issues, Econjournals, vol. 6(1), pages 185-191.
    11. Azad, Mohammad & Moshkov, Mikhail, 2017. "Multi-stage optimization of decision and inhibitory trees for decision tables with many-valued decisions," European Journal of Operational Research, Elsevier, vol. 263(3), pages 910-921.
    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. Aleksey I. Shinkevich & Alsu R. Akhmetshina & Ruslan R. Khalilov, 2022. "Development of a Methodology for Forecasting the Sustainable Development of Industry in Russia Based on the Tools of Factor and Discriminant Analysis," Mathematics, MDPI, vol. 10(6), pages 1-16, March.
    2. Yaliu Yang & Yuan Wang & Cui Wang & Yingyan Zhang & Cuixia Zhang, 2022. "Temporal and Spatial Evolution of the Science and Technology Innovative Efficiency of Regional Industrial Enterprises: A Data-Driven Perspective," Sustainability, MDPI, vol. 14(17), pages 1-21, August.
    3. Lefa Zhao & Yafei Zhu & Tianyu Zhao, 2022. "Deep Learning-Based Remaining Useful Life Prediction Method with Transformer Module and Random Forest," Mathematics, MDPI, vol. 10(16), pages 1-15, August.
    4. Monica Aureliana Petcu & Liliana Ionescu-Feleaga & Bogdan-Ștefan Ionescu & Dumitru-Florin Moise, 2023. "A Decade for the Mathematics : Bibliometric Analysis of Mathematical Modeling in Economics, Ecology, and Environment," Mathematics, MDPI, vol. 11(2), pages 1-30, January.
    5. Aleksey I. Shinkevich & Irina G. Ershova & Farida F. Galimulina, 2022. "Forecasting the Efficiency of Innovative Industrial Systems Based on Neural Networks," Mathematics, MDPI, vol. 11(1), pages 1-25, December.

    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. Aleksey I. Shinkevich & Alsu R. Akhmetshina & Ruslan R. Khalilov, 2022. "Development of a Methodology for Forecasting the Sustainable Development of Industry in Russia Based on the Tools of Factor and Discriminant Analysis," Mathematics, MDPI, vol. 10(6), pages 1-16, March.
    2. Jean Bonnet & Eva Coll-Martínez & Patricia Renou-Maissant, 2021. "Evaluating Sustainable Development by Composite Index: Evidence from French Departments," Sustainability, MDPI, vol. 13(2), pages 1-23, January.
    3. Mariia Kostetckaia & Markus Hametner, 2022. "How Sustainable Development Goals interlinkages influence European Union countries’ progress towards the 2030 Agenda," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(5), pages 916-926, October.
    4. Javier García López & Raffaele Sisto & Javier Benayas & Álvaro de Juanes & Julio Lumbreras & Carlos Mataix, 2021. "Assessment of the Results and Methodology of the Sustainable Development Index for Spanish Cities," Sustainability, MDPI, vol. 13(11), pages 1-29, June.
    5. Hametner, Markus, 2022. "Economics without ecology: How the SDGs fail to align socioeconomic development with environmental sustainability," Ecological Economics, Elsevier, vol. 199(C).
    6. Dong, Xiao & Yu, Mingzhe, 2024. "Green bond issuance and green innovation: Evidence from China's energy industry," International Review of Financial Analysis, Elsevier, vol. 94(C).
    7. Yue, Tingyi & Wang, Honglei & Li, Chengjiang & Hu, Yu-jie, 2024. "Optimization strategies for green power and certificate trading in China considering seasonality: An evolutionary game-based system dynamics," Energy, Elsevier, vol. 311(C).
    8. Licheng Yang & Shijie Song & Chunlin Liu, 2024. "Green signals: The impact of environmental protection support policies on firms' green innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 3258-3278, May.
    9. Yahya, Farzan & Lee, Chien-Chiang, 2023. "Disentangling the asymmetric effect of financialization on the green output gap," Energy Economics, Elsevier, vol. 125(C).
    10. Syed Mithun Ali & Andrea Appolloni & Fausto Cavallaro & Idiano D’Adamo & Assunta Di Vaio & Francesco Ferella & Massimo Gastaldi & Muhammad Ikram & Nallapaneni Manoj Kumar & Michael Alan Martin & Abdul, 2023. "Development Goals towards Sustainability," Sustainability, MDPI, vol. 15(12), pages 1-11, June.
    11. Giuliano Resce & Fritz Schiltz, 2021. "Sustainable Development in Europe: A Multicriteria Decision Analysis," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 67(2), pages 509-529, June.
    12. Henrique Oliveira & Víctor Moutinho, 2021. "Renewable Energy, Economic Growth and Economic Development Nexus: A Bibliometric Analysis," Energies, MDPI, vol. 14(15), pages 1-28, July.
    13. Li, Dezhi & Huang, Guanying & Zhu, Shiyao & Chen, Long & Wang, Jiangbo, 2021. "How to peak carbon emissions of provincial construction industry? Scenario analysis of Jiangsu Province," Renewable and Sustainable Energy Reviews, Elsevier, vol. 144(C).
    14. Marianela Carrillo, 2022. "Measuring Progress towards Sustainability in the European Union within the 2030 Agenda Framework," Mathematics, MDPI, vol. 10(12), pages 1-23, June.
    15. Yizhong Huan & Lingqing Wang & Mark Burgman & Haitao Li & Yurong Yu & Jianpeng Zhang & Tao Liang, 2022. "A multi‐perspective composite assessment framework for prioritizing targets of sustainable development goals," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(5), pages 833-847, October.
    16. Alina Zaharia & Maria Claudia Diaconeasa & Laura Brad & Georgiana-Raluca Lădaru & Corina Ioanăș, 2019. "Factors Influencing Energy Consumption in the Context of Sustainable Development," Sustainability, MDPI, vol. 11(15), pages 1-28, August.
    17. Jerónimo Puertas & María Bermúdez, 2020. "Development of a Global SDG Progress Index Aimed at “Leaving No One Behind”," Sustainability, MDPI, vol. 12(10), pages 1-13, May.
    18. Fahd A. Alturki & Emad Mahrous Awwad, 2021. "Sizing and Cost Minimization of Standalone Hybrid WT/PV/Biomass/Pump-Hydro Storage-Based Energy Systems," Energies, MDPI, vol. 14(2), pages 1-20, January.
    19. Boqiang Lin & Yongjing Xie, 2024. "Impacts of digital transformation on corporate green technology innovation: Do board characteristics play a role?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(3), pages 1741-1755, May.
    20. Xin-gang Zhao & Yu-zhuo Zhang & Yan-bin Li, 2018. "The Evolution of Renewable Energy Price Policies Based on Improved Bass Model: A System Dynamics (SD) Analysis," Sustainability, MDPI, vol. 10(6), pages 1-20, May.

    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:jmathe:v:9:y:2021:i:23:p:3055-:d:689874. 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.
    Лучший частный хостинг