A Novel Technique for Parallelization of Genetic Algorithm using Hadoop
|International Journal of Engineering Trends and Technology (IJETT)||
|© 2013 by IJETT Journal|
|Year of Publication : 2013|
|Authors : Ms. Kanchan Sharadchandra Rahate , Prof. L.M.R.J. Lobo|
Ms. Kanchan Sharadchandra Rahate , Prof. L.M.R.J. Lobo. "A Novel Technique for Parallelization of Genetic Algorithm using Hadoop". International Journal of Engineering Trends and Technology (IJETT). V4(8):3328-3331 Jul 2013. ISSN:2231-5381. www.ijettjournal.org. published by seventh sense research group.
Document categoriza tion is used in education, government sectors , art , industry etc. Categorizing a document to enable immediate finding of it in the future motivated the concept of Classification involving Document categorization. Manual document classification involves alot of effort and is time consuming. The basic idea implemented in this paper speeds up processing and reduces manual intervention , by atomizing this categorization. This idea is an edge over the existing classification systems. The implementation of the system basically involves getting into to parallelize G enetic A lgorithm (GA) thus improving the processing speed. The use of Hadoop MapReduce and HDFS (Hadoop Distributed File System) framework helps to store big data and speeds up the calculations involve d in the computation of genetic algorithm. The motivation of this work has reason from mapreduce fare well in terms of scalability, fault tolerance, and ease - of - use. This is adjoined by ha doop being an open - source and h adoop being written in Java.
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Hadoop, HDFS, MapReduce, PGA, OlexGA