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Then, we interpret association rules as statistical decision rules. This interpretation leads to four decisional measures, one of them being the usual confidence. Then, we give some strategies based on the use of these four decisional measures in order to select or to construct association rules with a given consequent. We finally present an experimental study to illustrate these strategies. This study is carried out in R language, with the R\u2010package we specifically built for association rules mining.<\/jats:p>","DOI":"10.1002\/sam.11620","type":"journal-article","created":{"date-parts":[[2023,4,14]],"date-time":"2023-04-14T08:57:38Z","timestamp":1681462658000},"page":"411-435","update-policy":"http:\/\/dx.doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Association rules and decision rules"],"prefix":"10.1002","volume":"16","author":[{"ORCID":"http:\/\/orcid.org\/0000-0002-5503-6225","authenticated-orcid":false,"given":"Abdelkader","family":"Mokkadem","sequence":"first","affiliation":[{"name":"Laboratoire de Math\u00e9matiques de Versailles Universit\u00e9 Paris\u2010Saclay, UVSQ, CNRS Versailles France"}]},{"given":"Mariane","family":"Pelletier","sequence":"additional","affiliation":[{"name":"Laboratoire de Math\u00e9matiques de Versailles Universit\u00e9 Paris\u2010Saclay, UVSQ, CNRS Versailles France"}]},{"given":"Louis","family":"Raimbault","sequence":"additional","affiliation":[{"name":"Laboratoire de Math\u00e9matiques de Versailles Universit\u00e9 Paris\u2010Saclay, UVSQ, CNRS Versailles France"},{"name":"Maisons du Monde France SAS Le Portereau, Vertou France"}]}],"member":"311","published-online":{"date-parts":[[2023,4,14]]},"reference":[{"key":"e_1_2_7_2_1","doi-asserted-by":"crossref","unstructured":"R.Agrawal T.Imielinski andA.Swami.Mining association rules between sets of items in large databases Proc. 1993 ACM\u2010SIGMOD Int. 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