The paper “Machines Tuning Machines: Configuring Distributed Stream Processors with Bayesian Optimization” by Lorenz Fischer, Shen Gao, and Abraham Bernstein was accepted at the IEEE Cluster 2015 conference.
The paper presents an approach based on bayesian optimization that automatically tunes the myriad of parameters that a distributed stream processing system exposes. The paper will soon be available on our publication page.