Publication

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2014

Verma, Abhishek; Cherkasova, Ludmila; Campbell, Roy

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

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

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; Roberts, Nathan; Lu, Yi; Campbell, Roy

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

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)