9 citations · 27 across the 7 of their papers we have counts for
3 papers · 1 filter
TrimTuner: Efficient Optimization of Machine Learning Jobs in the Cloud via Sub-Sampling
Pedro Mendes, Maria Casimiro, Paolo Romano +1
This work introduces TrimTuner, the first system for optimizing machine learning jobs in the cloud to exploit sub-sampling techniques to reduce the cost of the optimization process…
Towards Bridging the Gap between Control and Self-Adaptive System Properties
Javier Cámara, Alessandro V. Papadopoulos, Thomas Vogel +4
Two of the main paradigms used to build adaptive software employ different types of properties to capture relevant aspects of the system's run-time behavior. On the one hand, contr…
Tradeoff-Focused Contrastive Explanation for MDP Planning
Roykrong Sukkerd, Reid Simmons, David Garlan
End-users' trust in automated agents is important as automated decision-making and planning is increasingly used in many aspects of people's lives. In real-world applications of pl…