SoK: Machine Learning for Continuous Integration
- Resource Type
- Conference
- Authors
- Arani, Ali Kazemi; Zahedi, Mansooreh; Le, Triet Huynh Minh; Babar, Muhammad Ali
- Source
- 2023 IEEE/ACM International Workshop on Cloud Intelligence & AIOps (AIOps) AIOPS Cloud Intelligence & AIOps (AIOps), 2023 IEEE/ACM International Workshop on. :8-13 May, 2023
- Subject
- Computing and Processing
Systematics
Codes
Automation
Bibliographies
Machine learning
Software
Continuous Integration
Machine Learning
Systematic Literature Review
- Language
Continuous Integration (CI) has become a well- established software development practice for automatically and continuously integrating code changes during software development. An increasing number of Machine Learning (ML) based approaches for automation of CI phases are being reported in the literature. It is timely and relevant to provide a Systemization of Knowledge (SoK) of ML-based approaches for CI phases. This paper reports an SoK of different aspects of the use of ML for CI. Our systematic analysis also highlights the deficiencies of the existing ML-based solutions that can be improved for advancing the state-of-the-art.