A Rule Measure to Represent the Temporal Changes of Data Mining Patterns.
Shonali Krishnaswamy, Arkady Zaslavsky: A Rule
Measure to Represent the Temporal Changes of Data Mining Patterns
CSIT
1999 : 149-156
Abstract
Data mining is the automated extraction of hitherto unknown patterns in
large databases. Patterns or rules extracted by mining algorithms are generally
true for the current state of the database. As the database state changes
due to new transactions these rules may either become invalid or may have
increased support. In this paper we present a new rule measure - Rule Trend
Analysis (RTA) - which quantifies and represents the trend or behaviour
of patterns extracted by data mining systems as these rules evolve along
a continuous time interval. This measure is derived using the database
log file by analysing transactions that are compliant with the rule and
those that are not. We present both the theoretical aspects as well as
the results obtained by implementing this technique of data mining rule
analysis.
Copyright © 1999 by the Institute for Contemporary
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Printed Edition
Ch. Freytag and V. Wolfengagen (Eds.): CSIT'99, Proceedings of 1st International
Workshop on Computer Science and Information Technologies, January 18-22,
1999, Moscow, Russia. MEPhI Publishing 1999, ISBN 5-7262-0263-5
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last change: Sat Nov 28 1:18:35 1998