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Subnet Selection Scheme based on probability to enhance process speed of Big Data

빅 데이터의 처리속도 향상을 위한 확률기반 서브넷 선택 기법

  • Jeong, Yoon-Su (Dept. of Information and Communication Convergence engineering, Mokwon University) ;
  • Kim, Yong-Tae (Dept. of Multimedia Engineering, Hannam, University) ;
  • Park, Gil-Cheol (Dept. of Multimedia Engineering, Hannam, University)
  • 정윤수 (목원대학교 정보통신융합공학부) ;
  • 김용태 (한남대학교 멀티미디어학부) ;
  • 박길철 (한남대학교 멀티미디어학부)
  • Received : 2015.07.07
  • Accepted : 2015.09.20
  • Published : 2015.09.28

Abstract

With services such as SNS and facebook, Big Data popularize the use of small size such as micro blogs are increasing. However, the problem of accuracy and computational cost of the search result of big data of a small size is unresolved. In this paper, we propose a subnet selection techniques based probability to improve the browsing speed of the small size of the text information from big data environments, such as micro-blogs. The proposed method is to configure the subnets to give to the attribute information of the data increased the probability data search speed. In addition, the proposed method improves the accessibility of the data by processing a pair of the connection information between the probability of the data constituting the subnet to easily access the distributed data. Experimental results showed the proposed method is 6.8% higher detection rates than CELF algorithm, the average processing time was reduced by 8.2%.

Keywords

Big Data;Data Speed;Probability;Subnet Selection;Multi-attribute

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