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Feb 9, 2023 · CauRuler extends association rule mining with an irredundancy property so that the set of rules learnt is reduced in size and generalized.
Raw trajectory is used for rule mining while binary representation is used to test the causality nature of each association.
May 25, 2021 · We developed a new method to extract sets of relevant event sequences for medical events' prediction, applied to predict the risk of in-hospital mortality in ...
This paper studies a problem of efficiently discovering risk patterns in medical data. Risk patterns are defined by a statistical metric, relative risk.
Missing: Trajectories. | Show results with:Trajectories.
Jun 27, 2022 · This chapter introduces a specific application domain of process mining: healthcare. Healthcare is a very promising domain for process mining.
Missing: Redundant | Show results with:Redundant
Mining Interesting, Non-Redundant Healthcare Trajectories · Rina Singh, Jeffery Graves, Susan E. Piras, Lemuel R. Waitman, Michael Prittie, Douglas A. Talbert.
The traditional association rule mining framework produces many redundant rules. The extent of redundancy is a lot larger than previously suspected.
Mining trajectory sequential patterns, which often have long sequences, poses the challenge of obtaining a smaller, less redundant set of sequential patterns.
Mining Interesting, Non-Redundant Healthcare TrajectoriesRina Singh, Jeffery Graves, Susan E. Piras, Lemuel R. Waitman, Michael Prittie, Douglas A. Talbert.
Co-authors ; Mining Interesting, Non-Redundant Healthcare Trajectories. R Singh, J Graves, SE Piras, LR Waitman, M Prittie, DA Talbert. AMIA, 2018. 2018 ; Event- ...