164 citations · 285 across the 8 of their papers we have counts for
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cs.LG2022★ 21 cited
Dealing with Drift of Adaptation Spaces in Learning-based Self-Adaptive Systems using Lifelong Self-Adaptation
Omid Gheibi, Danny Weyns
Recently, machine learning (ML) has become a popular approach to support self-adaptation. ML has been used to deal with several problems in self-adaptation, such as maintaining an…
cs.SE2022★ 13 cited
Deep Learning for Effective and Efficient Reduction of Large Adaptation Spaces in Self-Adaptive Systems
Danny Weyns, Omid Gheibi, Federico Quin +1
Many software systems today face uncertain operating conditions, such as sudden changes in the availability of resources or unexpected user behavior. Without proper mitigation thes…
cs.SE2022★ 28 cited
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…