Publication

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2014

Verma, Abhishek; Cherkasova, Ludmila; Campbell, Roy H

Profiling and Evaluating Hardware Choices for MapReduce Environments:<br/>an Application-Aware Approach Conference

Proc. of the 32nd Intl. Symposium on Computer Performance, Modeling, Measurements, and Evaluation, (IFIP WG 7.3 Performncetextquoteright2014), Turin, Italy, 2014.

Abstract | BibTeX | Tags: benchmarking, MapReduce, performance modeling

2013

Verma, Abhishek ; Cherkasova, Ludmila ; Campbell, Roy H

Orchestrating an Ensemble of MapReduce Jobs for Minimizing Their Makespan Journal Article

IEEE Transactions on Dependable and Secure ComputingIEEE Transactions on Dependable and Secure ComputingIEEE Transactions on Dependable and Secure Computing, 10 (5), pp. 314-327, 2013, ISBN: 1545-5971, (217UE<br/>Times Cited:0<br/>Cited References Count:33).

Abstract | BibTeX | Tags: Algorithm design and analysis, batch workloads, Business, Clustering algorithms, Computational modeling, Hadoop, MapReduce, minimized makespan, optimized schedule, Production, Schedules, Upper bound

2012

Tan, Yu Shyang ; Lee, Bu-Sung ; He, Bingsheng ; Campbell, Roy H

A Map-Reduce Based Framework for Heterogeneous Processing Element Cluster Environments Conference

12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012), IEEE IEEE, 2012, ISBN: 978-1-4673-1395-7.

Abstract | BibTeX | Tags: GPGPU, Heterogeneous resource framework, MapReduce

Abad, Cristina L; Roberts, Nathan ; Lu, Yi ; Campbell, Roy H

A storage-centric analysis of MapReduce workloads: File popularity, temporal locality and arrival patterns Conference

2012 IEEE International Symposium on Workload Characterization (IISWC), IEEE IEEE, 2012, ISBN: 978-1-4673-4532-3.

Abstract | BibTeX | Tags: access patterns, big data, hdfs, MapReduce

2011

Verma, Abhishek ; Cherkasova, Ludmila ; Campbell, Roy H

Play It Again, SimMR! Conference

2011 IEEE International Conference on Cluster Computing, IEEE IEEE, 2011, ISBN: 978-1-4577-1355-2.

Abstract | BibTeX | Tags: MapReduce, Schedulers, Simulator, Traces