2005
DOI: 10.1002/int.20092
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Action rules mining

Abstract: Action rules assume that attributes in a database are divided into two groups: stable and flexible. In general, an action rule can be constructed from two rules extracted earlier from the same database. Furthermore, we assume that these two rules describe two different decision classes and our goal is to reclassify objects from one of these classes into the other one. Flexible attributes are essential in achieving that goal because they provide a tool for making hints to a user about what changes within some v… Show more

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Cited by 43 publications
(16 citation statements)
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“…Although there have been some reports of actionable knowledge discovery [8,9,10,16] and selecting actionable patterns/rules or interestingness measures in association rule mining [1,2,4,15,17], none of the previous research considers how to select actionable positive and negative sequential patterns. Very few papers study NSP mining [12,19,20,21,24,26,27], and most primarily focus on how to design a mining algorithm and how to improve the algorithm's efficiency.…”
Section: K/2] M=1mentioning
confidence: 99%
“…Although there have been some reports of actionable knowledge discovery [8,9,10,16] and selecting actionable patterns/rules or interestingness measures in association rule mining [1,2,4,15,17], none of the previous research considers how to select actionable positive and negative sequential patterns. Very few papers study NSP mining [12,19,20,21,24,26,27], and most primarily focus on how to design a mining algorithm and how to improve the algorithm's efficiency.…”
Section: K/2] M=1mentioning
confidence: 99%
“…Action rules, introduced in [5] and investigated further in [6], [7], [8] are constructed from certain pairs of classification rules. Interventions, defined in [8], are conceptually very similar to action rules [10], [11].…”
Section: Constructing Action Rulesmentioning
confidence: 99%
“…Based on construction methods, action rules discovery can be divided into two types: rulebased and object-based approach. In rule-based approach, actionable patterns [6], [7], [20], [21] are built on the foundations of pre-existing rules. It consists of two main steps: (1) in the first step, a standard learning method is used to detect interesting patterns in the form of classification rules, association rules, or clusters and (2) the second step is to use an automatic or semi-automatic strategy to inspect such results and derive possible action strategies.…”
Section: Perspectives For the Futurementioning
confidence: 99%
“…Gradual rules are very close to action rules firstly introduced by Ras et al in [26] and extended in [34,35] in order to reclassify objects with respect to some distinguished atttribute (called a decision attribute). Intervention [11] or information changes [27] are also comparable to this framework.…”
Section: Gradual Rulesmentioning
confidence: 99%