Method and apparatus for computing association rules for data mi

Data processing: database and file management or data structures – Database design – Data structure types

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707 1, 707 3, 705 10, G06F 1730

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active

059832223

ABSTRACT:
A method is disclosed for computing an association rule in a database having numerical attributes and 0-1 attributes. First, a numerical attribute is divided into a plurality of intervals (or buckets), and each data set is placed into a single bucket according to the value of the numerical attribute. The number of data sets in each bucket and the number of data sets with a 0-1 attribute being 1 are counted. Second, the starting bucket of an interval to be detected is to be detected. Third, the terminating bucket corresponding to the starting bucket is detected. That is, the largest interval with a confidence equal to or larger than a predetermined value. Fourth, one of the detected pairs of starting and terminating buckets which includes the largest number of customers is the answer to this question. Finally, the required data attributes of data included in this interval is subsequently retrieved.

REFERENCES:
patent: 5615341 (1997-03-01), Agrawal et al.
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R. Agrawal et al., "Fast Algorithms for Mining Association Rules", Proc. of the VLDB Conference, Santiago, Chile, Sep. 1994, pp. 487-499.
R. Agrawal et al., "Mining Sequential Patterns", Proc. of the International Conference on Data Engineering, Mar. 1995, pp. 3-14.
J. Han et al., "Discovery of Multiple-level Association Rules from Large Databases", Proc. of the VLDB Conference, Zurich, Switzerland, Sep. 1995, pp. 420-431.
M. Houtsma et al., "Set-oriented Mining for Association Rules in Relational Databases", Proc. of the 11th Conference on Data Engineering, 1995, pp. 25-33.
H. Mannila et al., "Improved Methods for Finding Association Rules", Pub. No. C-1993-65, University of Helsinki, 1993.
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A. Savasere et al., "An Efficient Algorithm for Mining Association Rules in Large Databases", Proc. of the 21st VLDB Conference, Zurich, Switzerland, Sep. 1995, pp. 432-444.
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