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Original Articles

How Health Managers Can Use Data Mining for Predicting Individuals’ Risks of Contracting Nosocomial Pneumonia

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REFERENCES

  • Bailey, T. C. (2001). Spatial statistical methods in health. Cadernos de Saúde Pública, 17(5), 1083–1098. Retrieved from http://www.ncbi.nlm.nih.gov/11679885
  • Bishop, M. (2006). Pattern recognition and machine learning. New York, NY: Springer.
  • Boulder, C. (1998, July 13). NeXstar begins third phase II trial for MiKasome. PR Newswire, p. 1.
  • Crouse, D. T. (1992). Characterization of ureaplasma urealyticum pneumonia in human neonates and a murine model (Unpublished doctoral dissertation). University of Alabama, School of Joint Health Sciences, Birmingham, Alabama.
  • Dempster, A., Laird, N., & Rubin, D. (1977). Likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society, 39(1), 1–38.
  • Drugs and medication. (n.d.). In WebMD. Retrieved from http://www.webmd.com/drugs-5208/rituximab-iv/details/list-sideeffects
  • Fauci, A. S., Braunwaldm, E., Kasper, D. L., Hauser, S. L., Longo, D. L., & Jameson, J. L. (2008). Harrison's principles of internal medicine (17th ed.). New York, NY: McGraw-Hill.
  • Fitzpatrick, M. A. (2006). Using data to drive performance improvement in hospitals. Health Management Technology, 27(12), 10–14.
  • Friedman, J. H. (1999). Stochastic gradient boosting. Retrieved from http://astro.temple.edu/~msobel/courses_files/StochasticBoosting(gradient).pdf
  • Friedman, J. H. (2001). Greedy function approximation: A gradient boosting machine. The Annals of Statistics, 29(5), 1189–1232.
  • Gerald, L., Mandell, M., Bennett, J. E., & Dolin, R. (2004). Principles and practices of infection diseases (6th ed.) Philadelphia, PA: Churchill Livingstone.
  • Glouberman, S., & Mintzberg, H. (2001). Managing the care of health and the cure of disease. Part I: Differentiation. Health Care Management Review, 26(1), 56–69.
  • Haining, R. (1998). Spatial statistics and the analysis of health data. In A. Gatrell & M. Loytonen (Eds.), GIS and health: GISDATA 6 (pp. 29–47). Philadelphia, PA: Taylor and Francis.
  • Harper, P. (2005). Combining data mining tools with health care models for improved understanding. Clinical and Investigative Medicine, 28(6), 338–341.
  • Harris, J. R. (1996). Predictors of nosocomial pneumonia in critically ill trauma patients (Unpublished doctoral dissertation). University of Maryland, College Park, Maryland.
  • Hastie, T., Tibshirani, R., & Friedman, J. H. (2001). The elements of statistical learning, data mining inference and prediction. Canada: Springer.
  • Haupt, R. L., & Haupt, E. S. (2004). Practical genetic algorithms. Hoboken, NJ: Wiley.
  • He, Y. (2006). Missing data imputation for tree-based models (Unpublished doctoral dissertation). University of California, Los Angeles, California.
  • Liu, W. Z., White, A. P., Thompson, S. G., & Bramer, M. A. (2006). Techniques for dealing with missing values in classification. In X. Liu P. Cohen & M. Berthold (Eds.), Advances in intelligent data analysis, reasoning about data (pp. 527–536). Berlin, Germany: Springer Berlin Heidelberg.
  • Maimon, O., & Rokach, L. (2005). The data mining and knowledge discovery handbook. Tel-Aviv, Israel: Springer.
  • Mayato Study. (2008). Data mining software 2009: Successful analyses at affordable prices. Retrieved from http://www.mayato.com/downloads/Summary_mayato_Data-Mining-Study_2009
  • Mitchell, M. (1998). An introduction to genetic algorithms. Boston, MA: MIT Press.
  • Monson, K., & Schoenstadt, A. (2007). Seroquel warnings and precautions. Retrieved from http://bipolar-disorder.emedtv.com/seroquel/seroquel-warnings-and-precautions.html
  • Mosley, R. (2005). Detecting a pattern, Insurers can use predictive modeling to segment risks, reveal new market potential and maximize profits. Best's Review, 106(1), 1–3.
  • Rom, J. F. (1992). Using the EM algorithm to replace missing observations in multiple linear regression: A Monte Carlo study (Unpublished doctoral dissertation). Cornell University, Ithaca, NY.
  • Schleder, B. J. (2003). Taking charge of ventilator-associated pneumonia. Nursing Management, 34(8), 27–32.
  • Solomon, S. L. (2001). Proceedings from CDC'01: The fourth Decennial International Conference on Nosocomial and Healthcare-Associated Infections. Atlanta, Georgia.
  • Tablan, O. C., Anderson, L. J., Arden, N. H., Breiman, R. F., Butler, J. C., & McNeil, M. M. (1994). Guideline for prevention of nosocomial pneumonia. Infection Control and Hospital Epidemiology, 15(9), 587–627.
  • Vason, B. J. (2004). Mine data to discover infection control trends. Nursing Management, 35(6), 46–47.
  • Vinterbo, S., & Ohno-Machado, L. (1999). A genetic algorithm to select variables in logistic regression: Example in the domain of myocardial infarction. AMIA Annual Symposium Proceedings Archive, 984–988.
  • Warrell, D. A., Cox, T. M., & John, D. (2003). The Oxford textbook of medicine (4th ed.). Oxford, England: Oxford University Press.

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