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Y Zhu, J Liu, M Guo, Y Bao, W Ma, Z Liu… - Proceedings of the …, 2017 - dl.acm.org
An ever increasing number of configuration parameters are provided to system users. But
many users have used one configuration setting across different workloads, leaving …

Jockey: guaranteed job latency in data parallel clusters

AD Ferguson, P Bodik, S Kandula, E Boutin… - Proceedings of the 7th …, 2012 - dl.acm.org
Data processing frameworks such as MapReduce [8] and Dryad [11] are used today in
business environments where customers expect guaranteed performance. To date …

Profiling, what-if analysis, and cost-based optimization of mapreduce programs

H Herodotou, S Babu - Proceedings of the VLDB Endowment, 2011 - dl.acm.org
MapReduce has emerged as a viable competitor to database systems in big data analytics.
MapReduce programs are being written for a wide variety of application domains including …

{AGILE}: elastic distributed resource scaling for {infrastructure-as-a-service}

H Nguyen, Z Shen, X Gu, S Subbiah… - … Conference on Autonomic …, 2013 - usenix.org
Dynamically adjusting the number of virtual machines (VMs) assigned to a cloud application
to keep up with load changes and interference from other uses typically requires detailed …