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Title:The use of AI in software engineering : a synthetic knowledge synthesis of the recent research literature
Authors:ID Kokol, Peter (Author)
Files:.pdf information-15-00354.pdf (1,39 MB)
MD5: 45B34131D9C6C1C1EC7BCF32E852B489
 
URL https://www.mdpi.com/2078-2489/15/6/354
 
Language:English
Work type:Article
Typology:1.02 - Review Article
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:Artificial intelligence (AI) has witnessed an exponential increase in use in various applications. Recently, the academic community started to research and inject new AI-based approaches to provide solutions to traditional software-engineering problems. However, a comprehensive and holistic understanding of the current status needs to be included. To close the above gap, synthetic knowledge synthesis was used to induce the research landscape of the contemporary research literature on the use of AI in software engineering. The synthesis resulted in 15 research categories and 5 themes—namely, natural language processing in software engineering, use of artificial intelligence in the management of the software development life cycle, use of machine learning in fault/defect prediction and effort estimation, employment of deep learning in intelligent software engineering and code management, and mining software repositories to improve software quality. The most productive country was China (n = 2042), followed by the United States (n = 1193), India (n = 934), Germany (n = 445), and Canada (n = 381). A high percentage (n = 47.4%) of papers were funded, showing the strong interest in this research topic. The convergence of AI and software engineering can significantly reduce the required resources, improve the quality, enhance the user experience, and improve the well-being of software developers.
Keywords:software engineering, artificial intelligence, machine learning, synthetic knowledge synthesis, AI
Publication status:Published
Publication version:Version of Record
Submitted for review:06.05.2024
Article acceptance date:11.06.2024
Publication date:14.06.2024
Publisher:MDPI
Year of publishing:2024
Number of pages:14 str.
Numbering:Vol. 15, iss. 6, [art. no.] 354
PID:20.500.12556/DKUM-94076 New window
UDC:004.8
ISSN on article:2078-2489
COBISS.SI-ID:199165187 New window
DOI:10.3390/info15060354 New window
Copyright:© 2024 by the author
Publication date in DKUM:30.07.2025
Views:413
Downloads:16
Metadata:XML DC-XML DC-RDF
Categories:Misc.
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Record is a part of a journal

Title:Information
Shortened title:Information
Publisher:MDPI
ISSN:2078-2489
COBISS.SI-ID:18497046 New window

Licences

License:CC BY 4.0, Creative Commons Attribution 4.0 International
Link:http://creativecommons.org/licenses/by/4.0/
Description:This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.

Secondary language

Language:Slovenian
Keywords:umetna inteligenca, strojno učenje, sinteza znanja


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