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An XML Based Environment in Support of the Overall KDD Process

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Part of the book series: Advances in Soft Computing ((AINSC,volume 7))

Abstract

An XML based environment for Knowledge Discovery in Databases is presented. The aim is to develop an environment in which several kinds of knowledge extraction operations can be combined, in order to describe and solve complex knowledge extraction problems.

Knowledge extraction problems and their results are specified by means of XML documents, and the environment allows the user to follow the extraction process in an interactive way.

The expressiveness and the flexibility of the environment is illustrated by presenting an example where clustering and classification are combined. The open architecture of the environment makes it easy to extend it in order to support the entire KDD process.

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References

  1. J. Han and Y. Fu. Discovery of Multi-Level Association Rules from LargeDatabases. Proceeding of The 21th International Conference on Very Large Databases,pages 420–431, September 1995.

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  2. Imielinski, T.; and Mannila.H. 1996. A Database Perspective of Knowl-edge Discovery. In Communications of the ACM,39(11):58–64.

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  3. IBM’s LOTUS XSL http://www.alphaworks.ibm.com/formula/xsl

  4. UCI KDD Archive: http://kdd.ics.uci.edu/

  5. IBM’s Alphaworks XML4J http://www.alphaworks.ibm.com/formula/xml

  6. WEKA: Waikato Environment for Knowledge Analysis http://www.cs.wailcato.ac.nz/ml/weka

  7. Document Object Model specification http://www.w3c.org/DOM.

  8. eXtensible Markup Language specification http://www.w3c.org/XML.

  9. eXtensible StyleSheet Language specification http://www.w3c.org/XSL.

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© 2001 Springer-Verlag Berlin Heidelberg

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Alcamo, P., Domenichini, F., Turini, F. (2001). An XML Based Environment in Support of the Overall KDD Process. In: Larsen, H.L., Andreasen, T., Christiansen, H., Kacprzyk, J., Zadrożny, S. (eds) Flexible Query Answering Systems. Advances in Soft Computing, vol 7. Physica, Heidelberg. https://doi.org/10.1007/978-3-7908-1834-5_38

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  • DOI: https://doi.org/10.1007/978-3-7908-1834-5_38

  • Publisher Name: Physica, Heidelberg

  • Print ISBN: 978-3-7908-1347-0

  • Online ISBN: 978-3-7908-1834-5

  • eBook Packages: Springer Book Archive

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