빅데이터 분산처리시스템의 품질평가모델

다국어 초록 (Multilingual Abstract)

According to the evolving of IT technologies, the amount of data we are facing increasing exponentially. Thus, the technique for managing and analyzing these vast data that has emerged is a distributed processing system of big data. A quality evaluation for the existing distributed processing systems has been proceeded by the structured data environment. Thus, if we apply this to the evaluation of distributed processing systems of big data which has to focus on the analysis of the unstructured data, a precise quality assessment cannot be made. Therefore, a study of the quality evaluation model for the distributed processing systems is needed, which considers the environment of the analysis of big data. In this paper, we propose a new quality evaluation model by deriving the quality evaluation elements based on the ISO/IEC9126 which is the international standard on software quality, and defining metrics for validating the elements.

참고문헌 (Reference)

1 이현진, "맵리듀스를 사용한 디컴바인드 분산 VQ 코드북 생성 방법" 한국디지털콘텐츠학회 15 (15): 365-371, 2014

2 Enslow, P. H., "What is a Distributed Data Processing System?" 11 (11): 1978

3 Stevens, W. R., "Unix Network Programming" Prentice-Hall 1990

4 Eric A. Brewer, "Toward robust distributed systems" 2000

5 Chang, M. S., "The Distributed Program Reliability Analysis on Star Topologies" 27 : 129-142, 2000

6 IDC, "The Digital Universe Study"

7 Hsieh, C., "Reliability and cost optimization in distributed computing systems" 30 (30): 1103-1119, 2003

8 Chen, D. J., "Reliability Analysis of Distributed Systems Based on a Fast Reliability Algorithm" 3 (3): 139-154, 1992

9 "ISO/IEC TR 9126-2. “Software Engineering-Product Quality-Part 2: Internal Metrics"

10 "ISO/IEC 9126-1. “Software Engineering-Product Quality-Part 1: Quality Model"

11 Gartner, "Hype Cycle for Emerging Technologies 2011"

12 Seo, "Hadoop & NoSQL for the massive data analysis and processing, pp.145, 365" Gilbut 2003

13 Scherr, A. L., "Distributed Data Processing" 17 (17): 1978

14 Amajad Umar, "Distributed Computing" Prentice-Hall 1993

15 B. M. Im, "Development of A Storage System for Distributed Transaction Processing" 3-6, 1995

16 The Economist, "Data, data everywhere"

17 National Information Society Agency, "Data resource securing and Quality management plan in Big Data era" (5) : 2012

18 Korea Database Promotion Center, "Data Quality Management Maturity Model(Ver. 1.0)"

19 Daniel, J. Abadi, "Consistency Tradeoffs in Modern Distributed Database System Design" 2012

20 Hesselgrave, M. R., "Consideration for Building Distributed Transaction Processing Systems on UNIX System V" 1990

21 Mckinsey and Company, "Clouds, Big data and Smart assets: Ten tech-enabled business trends to watch"

22 Mckinsey Global Institute, "Big Data: The next frontier for innovation, competition and productivity"

23 Australian Government (Department of Finance and Deregulation), "Big Data Strategy – Issues Paper" 2013

24 Dai, Y. S., "A study of service reliability and availability for distributed systems" 79 (79): 103-112, 2003

25 C. H. Lee, "A Study of Distributed Data Processing System" 115-126, 1980