Research Article

Real-Time Clinical Decision Support System with Data Stream Mining

Table 1

Existing clinical decision support systems.

NameAuthor/sourceBased on

A decision tree for tuberculosis contact investigation [3]Gerald LB, Tang S, Bruce F et al., Am J Respir Crit Care Med 2002; 166: 1122–1127Traditional decision tree
Iliad [4]Developed by University of Utah School of Medicine’s Department of Medical InformaticsBayesian network
An artificial neural network ensemble to predict disposition and length of stay in children presenting with bronchiolitis [5]Walsh P, Cunningham P, Rothenberg SJ, O’Doherty S, Hoey H, Healy R.Neural network
MYCIN [6]Developed at Stanford University by Dr. Edward Shortliffe in the 1970sRules
BioStream: a system architecture for real-time processing of physiological signals (data stream mining, focus on detection) [7]Amir Bar-Or, David Goddeau, Jennifer Healey, Leonidas Kontothanasis, Beth Logan, Alex Nelson, JM Van ThongPhysical data stream detection QRS (the algorithm was not described clearly in original paper)