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With the growing scale of current computing systems, traditional configuration tuning methods become less effective because they usually assume a small number of parameters in the system. In order to handle the scalability issue of configuration tuning, this paper proposes a cooperative optimization framework, which mimics the behavior of team playing to discover the optimal configuration setting...
Today's network systems are extensively instrumented for collecting a wealth of monitoring data. Statistical techniques like regression analysis can be applied to uncover rich relationships (e.g., correlation, causality, independence) between the measurement data which are further utilized for systems management tasks including fault diagnosis, configuration management, performance analysis, etc....
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