A data-integrated nurse activity simulation model

Durai Sundaramoorthi, Victoria C.P. Chen, Seoung B. Kim, Jay M. Rosenberger, Deborah F. Buckley-Behan

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

This research develops a data-integrated approach for constructing simulation models based on a real data set provided by Baylor Regional Medical Center (Baylor) in Grapevine, Texas. Tree-based models and kernel density estimation were utilized to extract important knowledge from the data for the simulation. Classification and Regression Tree model, a data mining tool for prediction and classification, was used to develop two tree structures: (a) a regression tree, from which the amount of time a nurse spends in a location is predicted based on factors, such as the primary diagnosis of a patient and the type of nurse; and (b) a classification tree, from which transition probabilities for nurse movements are determined. Kernel density estimation is used to estimate the continuous distribution for the amount of time a nurse spends in a location. Merits of using our approach for Baylor's nurse activity simulation are discussed.

Original languageEnglish
Title of host publicationProceedings of the 2006 Winter Simulation Conference, WSC
Pages960-966
Number of pages7
DOIs
Publication statusPublished - 2006
Event2006 Winter Simulation Conference, WSC - Monterey, CA, United States
Duration: 2006 Dec 32006 Dec 6

Publication series

NameProceedings - Winter Simulation Conference
ISSN (Print)0891-7736

Other

Other2006 Winter Simulation Conference, WSC
CountryUnited States
CityMonterey, CA
Period06/12/306/12/6

ASJC Scopus subject areas

  • Software
  • Modelling and Simulation
  • Computer Science Applications

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  • Cite this

    Sundaramoorthi, D., Chen, V. C. P., Kim, S. B., Rosenberger, J. M., & Buckley-Behan, D. F. (2006). A data-integrated nurse activity simulation model. In Proceedings of the 2006 Winter Simulation Conference, WSC (pp. 960-966). [4117706] (Proceedings - Winter Simulation Conference). https://doi.org/10.1109/WSC.2006.323182