Estimation Accuracy on Execution Time of Run-Time Tasks in a Heterogeneous Distributed Environment

@article{Liu2016EstimationAO,
  title={Estimation Accuracy on Execution Time of Run-Time Tasks in a Heterogeneous Distributed Environment},
  author={Qi Liu and Weidong Cai and Dandan Jin and Jian Shen and Zhangjie Fu and X. Liu and N. Linge},
  journal={Sensors (Basel, Switzerland)},
  year={2016},
  volume={16}
}
  • Qi Liu, Weidong Cai, +4 authors N. Linge
  • Published 2016
  • Computer Science, Medicine
  • Sensors (Basel, Switzerland)
    • Distributed Computing has achieved tremendous development since cloud computing was proposed in 2006, and played a vital role promoting rapid growth of data collecting and analysis models, e.g., Internet of things, Cyber-Physical Systems, Big Data Analytics, etc. Hadoop has become a data convergence platform for sensor networks. As one of the core components, MapReduce facilitates allocating, processing and mining of collected large-scale data, where speculative execution strategies help solve… CONTINUE READING
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    12 Citations
    Background Citations
    1
    Methods Citations
    3
    12 Citations
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    References

    SHOWING 1-10 OF 46 REFERENCES
    A Heuristic Speculative Execution Strategy in Heterogeneous Distributed Environments
    • 12
    Improving MapReduce Performance Using Smart Speculative Execution Strategy
    • 159
    • PDF
    Design adaptive task allocation scheduler to improve MapReduce performance in heterogeneous clouds
    • 31
    Maestro: Replica-Aware Map Scheduling for MapReduce
    • 100
    • PDF
    Improving MapReduce Performance with Partial Speculative Execution
    • 19
    A Smart Strategy for Speculative Execution Based on Hardware Resource in a Heterogeneous Distributed Environment
    • 4
    Improving MapReduce Performance in Heterogeneous Environments
    • 1,756
    • PDF
    Novel heuristic speculative execution strategies in heterogeneous distributed environments
    • 16
    • PDF
    Energy-Aware Scheduling of MapReduce Jobs for Big Data Applications
    • 102
    • PDF
    A New Speculative Execution Algorithm Based on C4.5 Decision Tree for Hadoop
    • 13