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A Modeling, Health IT, Analytics Framework for Healthcare Management and Application to Diabetes II

Type: 
Conference PaperInvited and refereed articles in conference proceedings
Authored by:
Katsipis, Iakovos M., Baras, John S.
Conference date:
July 29-31, 2015
Conference:
INFORMS Healthcare Conference
Full Text Paper: 
Abstract: 

We develop a framework using modern Model-Based System Engineering methodologies and apply it to Diabetes 2. We include a Controlled Hidden Markov Chain model for diabetes, three diagnostic tests, ten interventions, three types of patients. We develop three methods for computing tradeoffs between cost and health care quality. One is an exhaustive Monte Carlo simulation and the other two use multi-criteria optimization with full and partial state information. The latter obtain similar results at a fraction of the time of the first. We demonstrate the powerful capabilities of such a framework.