A Straggler Identification Model for Large-Scale Distributed Computing Systems Using Machine Learning

Author:

Said Samar A.,Habashy Shahira M.,Salem Sameh A.,Saad E. L.-Sayed. M.

Publisher

Springer International Publishing

Reference16 articles.

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3. Zaharia, M., Chowdhury, M., Das, T., Dave, A., Ma, J., McCauly, M., Stoica, I.: Resilient distributed datasets: a {Fault-Tolerant} abstraction for {In-Memory} cluster computing. In: 9th USENIX Symposium on Networked Systems Design and Implementation (NSDI 12), pp. 15–28. (2012)

4. Lu, S., Wei, X., Rao, B., Tak, B., Wang, L., Wang, L.: LADRA: log-based abnormal task detection and root-cause analysis in big data processing with Spark. Futur. Gener. Comput. Syst. 95, 392–403 (2019)

5. Gill, S.S., Ouyang, X., Garraghan, P.: Tails in the cloud: a survey and taxonomy of straggler management within large-scale cloud data centres. J. Supercomput. 76(12), 10050–10089 (2020). https://doi.org/10.1007/s11227-020-03241-x

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