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Mining interesting rules and patterns for salt sensitivity of blood pressure

Korzeń M., Klęsk P., Ciechanowicz A., Kaczmarczyk M., Widecka K., Jaroszewicz S.

Metody Informatyki Stosowanej

2008

nr 3 (Tom 16)

149--157

Given a medical data set containing genetic description of sodium-sensitive and nonsensitive patients, we examine it using several techniques: induction of decision rules, naive Bayes classifier, voting perceptron classifier, decision trees, SVM classifier. We specifically focus on induction of decision rules and so called Pareto-optimal rules, which are of large interpretative value for physicians. We find statistically relevant combinations of attributes, which affect the sodium sensitivity.