28 citations · 28 across the 1 of their papers we have counts for
4 papers
Lifelong Self-Adaptation: Self-Adaptation Meets Lifelong Machine Learning
Omid Gheibi, Danny Weyns
In the past years, machine learning (ML) has become a popular approach to support self-adaptation. While ML techniques enable dealing with several problems in self-adaptation, such…
On the Impact of Applying Machine Learning in the Decision-Making of Self-Adaptive Systems
Omid Gheibi, Danny Weyns, Federico Quin
Recently, we have been witnessing an increasing use of machine learning methods in self-adaptive systems. Machine learning methods offer a variety of use cases for supporting self-…
Decentralized Self-Adaptive Systems: A Mapping Study
Federico Quin, Danny Weyns, Omid Gheibi
With the increasing ubiquity and scale of self-adaptive systems, there is a growing need to decentralize the functionality that realizes self-adaptation. Our focus is on architectu…
Applying Machine Learning in Self-Adaptive Systems: A Systematic Literature Review
Omid Gheibi, Danny Weyns, Federico Quin
Recently, we witness a rapid increase in the use of machine learning in self-adaptive systems. Machine learning has been used for a variety of reasons, ranging from learning a mode…