A component-based data management and knowledge discovery framework for aviation studies

M. Brian Blake, Lisa Singh, Andrew B. Williams, Wendell Norman, Amy L. Sliva

Research output: Chapter in Book/Report/Conference proceedingChapter

Abstract

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.

Original languageEnglish
Title of host publicationSelected Readings on Telecommunications and Networking
PublisherIGI Global
Pages74-86
Number of pages13
ISBN (Print)9781605660943
DOIs
StatePublished - Dec 1 2008
Externally publishedYes

Fingerprint

Information management
Aviation
Data mining
Processing

ASJC Scopus subject areas

  • Computer Science(all)

Cite this

Blake, M. B., Singh, L., Williams, A. B., Norman, W., & Sliva, A. L. (2008). A component-based data management and knowledge discovery framework for aviation studies. In Selected Readings on Telecommunications and Networking (pp. 74-86). IGI Global. https://doi.org/10.4018/978-1-60566-094-3.ch006

A component-based data management and knowledge discovery framework for aviation studies. / Blake, M. Brian; Singh, Lisa; Williams, Andrew B.; Norman, Wendell; Sliva, Amy L.

Selected Readings on Telecommunications and Networking. IGI Global, 2008. p. 74-86.

Research output: Chapter in Book/Report/Conference proceedingChapter

Blake, MB, Singh, L, Williams, AB, Norman, W & Sliva, AL 2008, A component-based data management and knowledge discovery framework for aviation studies. in Selected Readings on Telecommunications and Networking. IGI Global, pp. 74-86. https://doi.org/10.4018/978-1-60566-094-3.ch006
Blake MB, Singh L, Williams AB, Norman W, Sliva AL. A component-based data management and knowledge discovery framework for aviation studies. In Selected Readings on Telecommunications and Networking. IGI Global. 2008. p. 74-86 https://doi.org/10.4018/978-1-60566-094-3.ch006
Blake, M. Brian ; Singh, Lisa ; Williams, Andrew B. ; Norman, Wendell ; Sliva, Amy L. / A component-based data management and knowledge discovery framework for aviation studies. Selected Readings on Telecommunications and Networking. IGI Global, 2008. pp. 74-86
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