A Component-Based Data Management and Knowledge Discovery Framework for Aviation Studies

被引:0
|
作者
Blake, M. Brian [1 ,2 ]
Singh, Lisa [1 ]
Williams, Andrew B. [3 ]
Norman, Wendell [2 ]
Sliva, Amy L. [1 ]
机构
[1] Georgetown Univ, Dept Comp Sci, Washington, DC 20057 USA
[2] Mitre Corp, Ctr Adv Aviat Syst Dev, Mclean, VA USA
[3] Spelman Coll, Dept Comp & Informat, Atlanta, GA USA
关键词
component-based software engineering; data warehousing; knowledge and data engineering; software reusability;
D O I
10.4018/jitwe.2006010104
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Organizations are beginning to apply data mining and knowledge discovery techniques to their corporate data sets, thereby enabling the identification of trends and the discovery of inductive knowledge. Since traditional transaction databases are not optimized for analytical processing, they must be transformed. This article proposes the use of modular components to decrease the overall amount of human processing and intervention necessary for the transformation process. Our approach configures components to extract data-sets using a set of "extraction hints." Our framework incorporates decentralized, generic components that are reusable across domains and databases. Finally, we detail an implementation of our component based framework for an aviation data set.
引用
收藏
页码:76 / 90
页数:15
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