A New Load Balancing Approach for Parallel FP-Growth
Publish place: Conference on Electrical Engineering and Sustainable Development with a focus on new achievements in electrical engineering
Publish Year: 1392
نوع سند: مقاله کنفرانسی
زبان: English
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شناسه ملی سند علمی:
EOESD01_213
تاریخ نمایه سازی: 11 خرداد 1393
Abstract:
Due to the exponential growth in worldwide information, companies have to deal with an ever growingamount of digital information. So the huge size of data and computation volume of new processingapplications such as data mining, leads to new high performance parallel processing systems. One of themost important challenges of such application is quickly and correctly finding the relationship betweenavailable data. In this paper we target to reach the main goal of parallel processing which is highutilization of processing elements via load balancing and reducing the processing time. To reach anoptimum load balancing algorithm, our proposed approach adopts a heuristic based on the weights offrequent item sets. Different scenarios of proposed method are considered and the processing time ofthose scenarios are obtained by GRIDSIM simulator. Finally, performance metrics of the proposedmethod such as computation time, Hit ratio of data etc… are extracted through simulation results.
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Authors
Rahele Behbahani
Department of Electrical Engineering Shahid Bahonar University, Kerman, Iran
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