Mining predicate rules without minimum support threshold
Joint Authors
Gul, Asma
Abrar, Muhammad
Ahmad, Hafiz I.
Sim, Alex T. H.
Ibrahim, Ruliana
Source
Issue
Vol. 48, Issue 4 (31 Oct. 2021), pp.1-9, 9 p.
Publisher
Kuwait University Academic Publication Council
Publication Date
2021-10-31
Country of Publication
Kuwait
No. of Pages
9
Main Subjects
Information Technology and Computer Science
Abstract EN
Association rule mining (ARM) is used for discovering frequent itemsets for interesting relationships of associative and correlative behaviors within the data.
this gives new insights of great value, both commercial and academic.
the traditional ARM techniques discover interesting association rules based on a predefined minimum support threshold.
however, there is no known standard of an exact definition of minimum support and providing an inappropriate minimum support value may result in missing important rules.
in addition, most of the rules discovered by these traditional ARM techniques refer to already known knowledge.
to address these limitations of the minimum support threshold in ARM techniques, this study proposes an algorithm to mine interesting association rules without minimum support using predicate logic and a property of a proposed interestingness measure (g measure).
the algorithm scans the database and uses g measure’s property to search for interesting combinations.
the selected combinations are mapped to pseudo-implications and inference rules of logic are used on the pseudo-implications to produce and validate the predicate rules.
experimental results of the proposed technique show better performance against state-of-the-art classification techniques, and reliable predicate rules are discovered based on the reliability differences of the presence and absence of the rule’s consequence.
American Psychological Association (APA)
Ahmad, Hafiz I.& Sim, Alex T. H.& Ibrahim, Ruliana& Abrar, Muhammad& Gul, Asma. 2021. Mining predicate rules without minimum support threshold. Kuwait Journal of Science،Vol. 48, no. 4, pp.1-9.
https://search.emarefa.net/detail/BIM-1502280
Modern Language Association (MLA)
Ahmad, Hafiz I.…[et al.]. Mining predicate rules without minimum support threshold. Kuwait Journal of Science Vol. 48, no. 4 (Oct. 2021), pp.1-9.
https://search.emarefa.net/detail/BIM-1502280
American Medical Association (AMA)
Ahmad, Hafiz I.& Sim, Alex T. H.& Ibrahim, Ruliana& Abrar, Muhammad& Gul, Asma. Mining predicate rules without minimum support threshold. Kuwait Journal of Science. 2021. Vol. 48, no. 4, pp.1-9.
https://search.emarefa.net/detail/BIM-1502280
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 7-9
Record ID
BIM-1502280