Active learning strategies for the deduplication of electronic patient data using classification trees

► Active learning for medical record linkage is used on a large data set. ► We compare a simple active learning strategy with a more sophisticated variant. ► The active learning method of Sarawagi and Bhamidipaty (2002) [6] is extended. ► We deliver insights into the variations of the results due to random sampling in the active learning strategies.