Hostname: page-component-cd9895bd7-7cvxr Total loading time: 0 Render date: 2024-12-26T19:21:42.231Z Has data issue: false hasContentIssue false

Knowledge discovery in databases: Progress report

Published online by Cambridge University Press:  07 July 2009

Gregory Piatetsky-Shapiro
Affiliation:
GTE Laboratories Incorporated, 40 Sylvan Road, Waltham, MA 01254USA (email: [email protected])

Extract

As the number and size of very large databases continues to grow rapidly, so does the need to make sense of them. This need is addressed by the field called knowledge Discovery in Databases (KDD), which combines approaches from machine learning, statistics, intelligent databases, and knowledge acquisition. KDD encompasses a number of different discovery methods, such as clustering, data summarization, learning classification rules, finding dependency networks, analysing changes, and detecting anomalies (Matheus et at., 1993).

Type
Research Article
Copyright
Copyright © Cambridge University Press 1994

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Anand, T and Kahn, G, 1992. “SPOTLIGHT: A data explanation system”. In: Proceedings of CAIA-92. Washington, DC: IEEE Computer Society.Google Scholar
Matheus, C, Chan, P and Piatetsky-Shapiro, G, 1993. “Systems for knowledge discovery in databases”. IEEE Transactions on Knowledge and Data Engineering. 12.CrossRefGoogle Scholar
Muggleton, S, 1992. Inductive Logic Programming. London: Academic Press.Google Scholar
Parsaye, K and Chignell, M, 1993. Intelligent Database Tools & Applications. NY: John Wiley.Google Scholar
Pearl, J, 1992. Probabilistic Reasoning in Intelligent Systems: Networks of plausible inference, 2nd edition, San Mateo, CA: Morgan Kauffman.Google Scholar
Piatetsky-Shapiro, G and Frawley, W (eds), 1991. Knowledge Discovery in Databases, Cambridge, MA: AAAI/MIT Press.Google Scholar
Piatetsky-Shapiro, G, (ed.), 1993. Proceedings of KDD-93: The AAAI-93 Workshop on Knowledge Discovery in Databases. Menlo Park, CA: AAAI Press.Google Scholar