Big Data Processing by Volunteer Computing Supported by Intelligent Agents

Jerzy Balicki; Waldemar Korłub; Jacek Paluszak

doi:10.1007/978-3-319-19941-2_26

Big Data Processing by Volunteer Computing Supported by Intelligent Agents

Abstract

In this paper, volunteer computing systems have been proposed for big data processing. Moreover, intelligent agents have been developed to efficiency improvement of a grid middleware layer. In consequence, an intelligent volunteer grid has been equipped with agents that belong to five sets. The first one consists of some user tasks. Furthermore, two kinds of semi-intelligent tasks have been introduced to implement a middleware layer. Finally, two agents based on genetic programming as well as harmony search have been applied to optimize big data processing.

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Category:: Conference activity
Type:: publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Title of issue:: Pattern Recognition and Machine Intelligence strony 268 - 278
Language:: Polish
Publication year:: 2015
Bibliographic description:: Balicki J., Korłub W., Paluszak J.: Big Data Processing by Volunteer Computing Supported by Intelligent Agents// Pattern Recognition and Machine Intelligence/ ed. M. Kryszkiewicz, S. Bandyopadhyay, H. Rybinski, S. K. Pal : Springer International Publishing, 2015, s.268-278
DOI:: Digital Object Identifier (open in new tab) 10.1007/978-3-319-19941-2_26
Verified by:: Gdańsk University of Technology