On monotone data mining languages

Abstract: We present a simple Data Mining Logic (DML) that can express common data mining tasks, like "Find Boolean association rules" or "Find inclusion dependencies." At the center of the paper is the problem of characterizing DML queries that are amenable to the levelwise sear...

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Bibliographic Details
Main Authors: Calders, Toon, Wijsen, J.
Format: Article in Journal/Newspaper
Language:English
Published: 2002
Subjects:
Computer. Automation
DML
Online Access:https://hdl.handle.net/10067/1041620151162165141
Description
Summary:Abstract: We present a simple Data Mining Logic (DML) that can express common data mining tasks, like "Find Boolean association rules" or "Find inclusion dependencies." At the center of the paper is the problem of characterizing DML queries that are amenable to the levelwise search strategy used in the a-priori algorithm. We relate the problem to that of characterizing monotone first-order properties for finite models.

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