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Context-based intelligent recommendation by code reuse for smart decision support and cognitive adaptive systems

Context-based intelligent recommendation by code reuse for smart decision support and cognitive... This paper aims to use the concept of machine learning to enable people and machines to interact more certainly to extend and expand human expertise and cognition.Design/methodology/approachIntelligent code reuse recommendations based on code big data analysis, mining and learning can effectively improve the efficiency and quality of software reuse, including common code units in a specific field and common code units that are not related to the field.FindingsFocusing on the topic of context-based intelligent code reuse recommendation, this paper expounds the research work in two aspects mainly in practical applications of smart decision support and cognitive adaptive systems: code reuse recommendation based on template mining and code reuse recommendation based on deep learning.Originality/valueOn this basis, the future development direction of intelligent code reuse recommendation based on context has prospected. http://www.deepdyve.com/assets/images/DeepDyve-Logo-lg.png International Journal of Intelligent Unmanned Systems Emerald Publishing

Context-based intelligent recommendation by code reuse for smart decision support and cognitive adaptive systems

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References (19)

Publisher
Emerald Publishing
Copyright
© Emerald Publishing Limited
ISSN
2049-6427
DOI
10.1108/ijius-07-2021-0055
Publisher site
See Article on Publisher Site

Abstract

This paper aims to use the concept of machine learning to enable people and machines to interact more certainly to extend and expand human expertise and cognition.Design/methodology/approachIntelligent code reuse recommendations based on code big data analysis, mining and learning can effectively improve the efficiency and quality of software reuse, including common code units in a specific field and common code units that are not related to the field.FindingsFocusing on the topic of context-based intelligent code reuse recommendation, this paper expounds the research work in two aspects mainly in practical applications of smart decision support and cognitive adaptive systems: code reuse recommendation based on template mining and code reuse recommendation based on deep learning.Originality/valueOn this basis, the future development direction of intelligent code reuse recommendation based on context has prospected.

Journal

International Journal of Intelligent Unmanned SystemsEmerald Publishing

Published: Jan 31, 2023

Keywords: Software reuse; Code recommendation; Code context; API; Code template; Machine learning; Decision support systems; Cognitive adaptive systems

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