IDEAS home Printed from https://ideas.repec.org/a/spr/infotm/v24y2023i2d10.1007_s10799-021-00355-3.html
   My bibliography  Save this article

Multicriteria decision making taxonomy of code recommendation system challenges: a fuzzy-AHP analysis

Author

Listed:
  • Muhammad Azeem Akbar

    (Lappeenranta-Lahti University of Technology)

  • Arif Ali Khan

    (University of Jyvaskyla
    University of Oulu)

  • Zhiqiu Huang

    (Nanjing University of Aeronautics and Astronautics)

Abstract

The recommendation systems plays an important role in today’s life as it assist in reliable selection of common utilities. The code recommendation system is being used by the code databases (GitHub, source frog etc.) aiming to recommend the more appropriate code to the users. There are several factors that could negatively impact the performance of code recommendation systems (CRS). This study aims to empirically explore the challenges that could have critical impact on the performance of the CRS. Using systematic literature review and questionnaire survey approaches, 19 challenges were identified. Secondly, the investigated challenges were further prioritized using fuzzy-AHP analysis. The identification of challenges, their categorization and the fuzzy-AHP analysis provides the prioritization-based taxonomy of explored challenges. The study findings will assist the real-world industry experts and to academic researchers to improve and develop the new techniques for the improvement of CRS.

Suggested Citation

  • Muhammad Azeem Akbar & Arif Ali Khan & Zhiqiu Huang, 2023. "Multicriteria decision making taxonomy of code recommendation system challenges: a fuzzy-AHP analysis," Information Technology and Management, Springer, vol. 24(2), pages 115-131, June.
    • Handle: RePEc:spr:infotm:v:24:y:2023:i:2:d:10.1007_s10799-021-00355-3
    DOI: 10.1007/s10799-021-00355-3
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10799-021-00355-3
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s10799-021-00355-3?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Kedia, Ben L. & Mukherjee, Debmalya, 2009. "Understanding offshoring: A research framework based on disintegration, location and externalization advantages," Journal of World Business, Elsevier, vol. 44(3), pages 250-261, July.
    2. Chang, Da-Yong, 1996. "Applications of the extent analysis method on fuzzy AHP," European Journal of Operational Research, Elsevier, vol. 95(3), pages 649-655, December.
    3. Baltar, Fabiola & Brunet Icart, Ignasi, 2012. "Social research 2.0: virtual snowball sampling method using Facebook," Nülan. Deposited Documents 1875, Universidad Nacional de Mar del Plata, Facultad de Ciencias Económicas y Sociales, Centro de Documentación.
    Full references (including those not matched with items on IDEAS)

    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. Marko J Djapan & Danijela P Tadic & Ivan D Macuzic & Predrag Dj Dragojovic, 2015. "A new fuzzy model for determining risk level on the workplaces in manufacturing small and medium enterprises," Journal of Risk and Reliability, , vol. 229(5), pages 456-468, October.
    2. Benyou Jia & Slobodan P. Simonovic & Pingan Zhong & Zhongbo Yu, 2016. "A Multi-Objective Best Compromise Decision Model for Real-Time Flood Mitigation Operations of Multi-Reservoir System," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 30(10), pages 3363-3387, August.
    3. Pasura Aungkulanon & Walailak Atthirawong & Pongchanun Luangpaiboon, 2023. "Fuzzy Analytical Hierarchy Process for Strategic Decision Making in Electric Vehicle Adoption," Sustainability, MDPI, vol. 15(8), pages 1-20, April.
    4. Orsolya Tompa & Anna Kiss & Zoltán Lakner & Brigitta Unger-Plasek & Ágoston Temesi, 2024. "Differences in perspectives on sustainability attributes of dietary protein sources between reduced animal-based dieters and nondieters," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    5. Orlando Durán & Paulo Andrés Durán, 2018. "Activity Based Costing for Wastewater Treatment and Reuse under Uncertainty: A Fuzzy Approach," Sustainability, MDPI, vol. 10(7), pages 1-15, June.
    6. Viswanathan Nagarajan & Prateek Sharma, 2021. "Firm internationalization and long‐term impact of the Covid‐19 pandemic," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(6), pages 1477-1491, September.
    7. Li, Chengjiang & Negnevitsky, Michael & Wang, Xiaolin, 2020. "Prospective assessment of methanol vehicles in China using FANP-SWOT analysis," Transport Policy, Elsevier, vol. 96(C), pages 60-75.
    8. Niccolò Pisani & Joan Enric Ricart, 2016. "Offshoring of Services: A Review of the Literature and Organizing Framework," Management International Review, Springer, vol. 56(3), pages 385-424, June.
    9. Shubham Gupta & Raghav Khanna & Pranay Kohli & Sarthak Agnihotri & Umang Soni & M. Asjad, 2023. "Risk evaluation of electric vehicle charging infrastructure using Fuzzy AHP – a case study in India," Operations Management Research, Springer, vol. 16(1), pages 245-258, March.
    10. Pasura Aungkulanon & Walailak Atthirawong & Pongchanun Luangpaiboon & Wirachchaya Chanpuypetch, 2024. "Navigating Supply Chain Resilience: A Hybrid Approach to Agri-Food Supplier Selection," Mathematics, MDPI, vol. 12(10), pages 1-42, May.
    11. Deepraj Mukherjee, 2018. "Corruption in International Business: Does Economic Globalization Help?," Global Business Review, International Management Institute, vol. 19(3), pages 623-634, June.
    12. Alba Rocio Gutierrez Garzon & Pete Bettinger & Jacek Siry & Bin Mei & Jesse Abrams, 2019. "The Terms Foresters and Planners in the United States Use to Infer Sustainability in Forest Management Plans: A Survey Analysis," Sustainability, MDPI, vol. 12(1), pages 1-20, December.
    13. Juan Carlos Martín & Veronika Rudchenko & María-Victoria Sánchez-Rebull, 2020. "The Role of Nationality and Hotel Class on Guests’ Satisfaction. A Fuzzy-TOPSIS Approach Applied in Saint Petersburg," Administrative Sciences, MDPI, vol. 10(3), pages 1-24, September.
    14. Jelena Lukić & Mirjana Misita & Dragan D. Milanović & Ankica Borota-Tišma & Aleksandra Janković, 2022. "Determining the Risk Level in Client Analysis by Applying Fuzzy Logic in Insurance Sector," Mathematics, MDPI, vol. 10(18), pages 1-17, September.
    15. Sharma, Mahak & Antony, Rose & Sehrawat, Rajat & Cruz, Angel Contreras & Daim, Tugrul U., 2022. "Exploring post-adoption behaviors of e-service users: Evidence from the hospitality sector /online travel services," Technology in Society, Elsevier, vol. 68(C).
    16. Tanrıverdi, Gökhan & Lezki, Şenay, 2021. "Istanbul Airport (IGA) and quest of best competitive strategy for air cargo carriers in new competition environment: A fuzzy multi-criteria approach," Journal of Air Transport Management, Elsevier, vol. 95(C).
    17. Munjal, Surender & Requejo, Ignacio & Kundu, Sumit K., 2019. "Offshore outsourcing and firm performance: Moderating effects of size, growth and slack resources," Journal of Business Research, Elsevier, vol. 103(C), pages 484-494.
    18. Suter, Mariana Bassi & Munjal, Surender & Borini, Felipe Mendes & Floriani, Dinora, 2021. "Conceptualizing country-of-origin image as a country-specific advantage: An insider perspective," Journal of Business Research, Elsevier, vol. 134(C), pages 415-427.
    19. Hossain, Niamat Ullah Ibne & Jaradat, Raed & Hosseini, Seyedmohsen & Marufuzzaman, Mohammad & Buchanan, Randy K., 2019. "A framework for modeling and assessing system resilience using a Bayesian network: A case study of an interdependent electrical infrastructure system," International Journal of Critical Infrastructure Protection, Elsevier, vol. 25(C), pages 62-83.
    20. Irina Vinogradova-Zinkevič, 2023. "Comparative Sensitivity Analysis of Some Fuzzy AHP Methods," Mathematics, MDPI, vol. 11(24), pages 1-41, December.

    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:spr:infotm:v:24:y:2023:i:2:d:10.1007_s10799-021-00355-3. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.