A cloud-based efficient on-line analytical processing system with inverted data model

Sheng Wei Huang, Ce Kuen Shieh, Che Ching Liao, Chui Ming Chiu, Ming Fong Tsai, Lien Wu Chen

研究成果: Conference contribution

1 引文 斯高帕斯(Scopus)

摘要

On-line analytical processing (OLAP) provides analysis of multi-dimensional data stored in a database and achieves great success in many applications such as sales, marketing, financial data analysis. OLAP operation is a dominant part of data analysis especially when addressing a large amount of data. With the emergence of the MapReduce paradigm and cloud technology, OLAP operation can be processed on big data that resides in scalable, distributed storage. However, current MapReduce implementations of OLAP operation processing have a major performance drawback caused by improper processing procedure. This is crucial when dimension or dependent attributes are large, which is a common case for most data warehouses hold nowadays. To solve this issue, this paper proposes a methodology to accelerate the performance of OLAP operation processing on big data. We have conducted the experiments on the basic algebra of OLAP operation with different data sizes to demonstrate the effectiveness of our system.

原文English
主出版物標題Proceedings of the 11th EAI International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, QSHINE 2015
發行者Institute of Electrical and Electronics Engineers Inc.
頁面341-345
頁數5
ISBN(電子)9781631900631
DOIs
出版狀態Published - 2015 十一月 19
事件11th EAI International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, QSHINE 2015 - Taipei, Taiwan
持續時間: 2015 八月 192015 八月 20

出版系列

名字Proceedings of the 11th EAI International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, QSHINE 2015

Other

Other11th EAI International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, QSHINE 2015
國家Taiwan
城市Taipei
期間15-08-1915-08-20

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications

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  • 引用此

    Huang, S. W., Shieh, C. K., Liao, C. C., Chiu, C. M., Tsai, M. F., & Chen, L. W. (2015). A cloud-based efficient on-line analytical processing system with inverted data model. 於 Proceedings of the 11th EAI International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, QSHINE 2015 (頁 341-345). [7332592] (Proceedings of the 11th EAI International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, QSHINE 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.4108/eai.19-8-2015.2261409