  Motivated by runtime verification of QoS requirements in self-adaptive and
self-organizing systems that are able to reconfigure their structure and
behavior in response to runtime data, we propose a QoS-aware variant of
Thompson sampling for multi-armed bandits. It is applicable in settings where
QoS satisfaction of an arm has to be ensured with high confidence efficiently,
rather than finding the optimal arm while minimizing regret. Preliminary
experimental results encourage further research in the field of QoS-aware
decision making.
