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A Hybrid ANP Method for Evaluation of Government Data Sustainability

Author

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  • Jicang Xu

    (School of Information Resource Management, Renmin University of China, Beijing 100872, China
    School of Data Science, City University of Hong Kong, Hong Kong 999077, China
    These authors contributed equally to this work.)

  • Linlin Li

    (School of Information Resource Management, Renmin University of China, Beijing 100872, China
    Planning and Research Institute of the Ministry of Transport, Beijing 100028, China
    These authors contributed equally to this work.)

  • Ming Ren

    (School of Information Resource Management, Renmin University of China, Beijing 100872, China)

Abstract

The evaluation of government data sustainability is a multicriteria decision making problem. The analytic network process (ANP) is among the most popular methods in determining the weights of criteria, and its limitation is the un-convergence problem. This paper proposes a hybrid ANP (H-ANP) method, which aims to improve the ANP by combining the weights obtained from the analytic hierarchy process (AHP). The proposed method is proved to be convergent since the network of the H-ANP is strongly connected. According to the simulation experiments, H-ANP is more robust than ANP under different settings of parameters. It also shows a higher Kendall cor-relationship and lower MSE with respect to AHP, compared with the existing method (e.g., the averagely connected ANP method). An empirical example is also provided, which uses H-ANP to evaluate the government data sustainability of a city.

Suggested Citation

  • Jicang Xu & Linlin Li & Ming Ren, 2022. "A Hybrid ANP Method for Evaluation of Government Data Sustainability," Sustainability, MDPI, vol. 14(2), pages 1-32, January.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:2:p:884-:d:723806
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    References listed on IDEAS

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    1. Thomas L. Saaty, 1986. "Axiomatic Foundation of the Analytic Hierarchy Process," Management Science, INFORMS, vol. 32(7), pages 841-855, July.
    2. Thomas L. Saaty, 1990. "An Exposition of the AHP in Reply to the Paper "Remarks on the Analytic Hierarchy Process"," Management Science, INFORMS, vol. 36(3), pages 259-268, March.
    3. Lin, Ming-Ian & Lee, Yuan-Duen & Ho, Tsai-Neng, 2011. "Applying integrated DEA/AHP to evaluate the economic performance of local governments in China," European Journal of Operational Research, Elsevier, vol. 209(2), pages 129-140, March.
    4. Saaty, Thomas L., 2003. "Decision-making with the AHP: Why is the principal eigenvector necessary," European Journal of Operational Research, Elsevier, vol. 145(1), pages 85-91, February.
    5. Hongbo Jiang & Qigan Shao & James J.H. Liou & Ting Shao & Xiaosheng Shi, 2019. "Improving the Sustainability of Open Government Data," Sustainability, MDPI, vol. 11(8), pages 1-27, April.
    6. Saaty, Thomas L. & Takizawa, Masahiro, 1986. "Dependence and independence: From linear hierarchies to nonlinear networks," European Journal of Operational Research, Elsevier, vol. 26(2), pages 229-237, August.
    7. Saaty, Thomas L., 1994. "Highlights and critical points in the theory and application of the Analytic Hierarchy Process," European Journal of Operational Research, Elsevier, vol. 74(3), pages 426-447, May.
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    Cited by:

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    3. Attari, Mahdi Yousfi Nejad & Moslemi Beirami, Ali Asghar & Ala, Ali & Jami, Ensiye Neyshabouri, 2023. "Resolving the practical factors in the healthcare system management by considering a combine approach of AHP and ANP methods," Evaluation and Program Planning, Elsevier, vol. 100(C).

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