@inproceedings{45bd4551ea4d479786917964f923b837,
title = "A Study of Heuristically-Based Parametric Performance Improvement/Optimization Algorithms for BigData Computing",
abstract = "Performance optimization for mapreduce computing in Hadoop platform is a tedious yet challenging problem due to the complexity of system organization with an extensive list of configuration parameters to be considered. In order to address and resolve this problem, various parameter optimization algorithms are proposed in this research from a naive exhaustive method to a random and a couple of heuristically-based greedy methods to vie with the exponentially nature of the search process for the possible best parameter setting. Extensive benchmark-based experiments have been conducted to validate the performance viability of the mapreduce computations by the benchmark programs such as TestDFSIO, TeraSort, to mention a couple. The experimental results demonstrate the proposed heuristically-based algorithms in greedy manner provide a promising answer to the problem of the research how to optimize the systems configuration parameter set at a computationally viable and feasible cost.",
keywords = "Big Data, Configuration, Hadoop, Performance tuning",
author = "Jongyeop Kim and Park, {Noh Jin} and Nohpill Park",
note = "Publisher Copyright: {\textcopyright} 2016 IEEE.; 4th International Conference on Applied Computing and Information Technology, 3rd International Conference on Computational Science/Intelligence and Applied Informatics and 1st International Conference on Big Data, Cloud Computing, Data Science and Engineering, ACIT-CSII-BCD 2016 ; Conference date: 12-12-2016 Through 14-12-2016",
year = "2017",
month = may,
day = "1",
doi = "10.1109/ACIT-CSII-BCD.2016.087",
language = "English",
series = "Proceedings - 4th International Conference on Applied Computing and Information Technology, 3rd International Conference on Computational Science/Intelligence and Applied Informatics, 1st International Conference on Big Data, Cloud Computing, Data Science and Engineering, ACIT-CSII-BCD 2016",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "413--418",
editor = "Weimin Li and Simon Xu and Nam Nguyen and Takaaki Goto",
booktitle = "Proceedings - 4th International Conference on Applied Computing and Information Technology, 3rd International Conference on Computational Science/Intelligence and Applied Informatics, 1st International Conference on Big Data, Cloud Computing, Data Science and Engineering, ACIT-CSII-BCD 2016",
address = "United States",
}