Innovative data mining approaches for outcome prediction of trauma patients

作者: Eleni-Maria Theodoraki , Stylianos Katsaragakis , Christos Koukouvinos , Christina Parpoula

DOI: 10.4236/JBISE.2010.38105

关键词:

摘要: Trauma is the most common cause of death to young people and many these deaths are preventable [1]. The prediction trauma patients outcome was a difficult problem investigate till present times. In this study, models built their capabilities accurately predict mortality assessed. analysis includes comparison data mining techniques using classification, clustering association algorithms. Data were collected by Hellenic Emergency Surgery Society from 30 Greek hospitals. Dataset contains records 8544 suffering severe injuries year 2005 2006. Factors include patients' demographic elements several other variables registered time place accident until hospital treatment final outcome. Using obtained results compared in terms sensitivity, specificity, positive predictive value negative ROC curve depicts methods performance.

参考文章(10)
Ramakrishnan Srikant, Rakesh Agrawal, Fast algorithms for mining association rules very large data bases. pp. 580- 592 ,(1998)
Graham Teasdale, Bryan Jennett, ASSESSMENT OF COMA AND IMPAIRED CONSCIOUSNESS: A Practical Scale The Lancet. ,vol. 304, pp. 81- 84 ,(1974) , 10.1016/S0140-6736(74)91639-0
Anthony A. Meyer, Death and disability from injury: a global challenge. Journal of Trauma-injury Infection and Critical Care. ,vol. 44, pp. 1- 12 ,(1998) , 10.1097/00005373-199801000-00001
R. L. Plackett, Karl Pearson and the Chi-Squared Test International Statistical Review / Revue Internationale de Statistique. ,vol. 51, pp. 59- ,(1983) , 10.2307/1402731
Joseph L. Breault, Colin R. Goodall, Peter J. Fos, Data mining a diabetic data warehouse Artificial Intelligence in Medicine. ,vol. 26, pp. 37- 54 ,(2002) , 10.1016/S0933-3657(02)00051-9
SUSAN P. BAKER, BRIAN OʼNEILL, WILLIAM HADDON, WILLIAM B. LONG, THE INJURY SEVERITY SCORE: A METHOD FOR DESCRIBING PATIENTS WITH MULTIPLE INJURIES AND EVALUATING EMERGENCY CARE Journal of Trauma-injury Infection and Critical Care. ,vol. 14, pp. 187- 196 ,(1974) , 10.1097/00005373-197403000-00001
K.I. Penny, T. Chesney, Imputation methods to deal with missing values when data mining trauma injury data information technology interfaces. pp. 213- 218 ,(2006) , 10.1109/ITI.2006.1708480
A. Rogier T. Donders, Geert J.M.G. van der Heijden, Theo Stijnen, Karel G.M. Moons, Review: A gentle introduction to imputation of missing values Journal of Clinical Epidemiology. ,vol. 59, pp. 1087- 1091 ,(2006) , 10.1016/J.JCLINEPI.2006.01.014
Annette J Dobson, Adrian G Barnett, An introduction to generalized linear models ,(1990)