Assessment of the Risk Factors of Coronary Heart Events Based on Data Mining With Decision Trees

作者: Minas A Karaolis , Joseph A Moutiris , Demetra Hadjipanayi , Constantinos S Pattichis

DOI: 10.1109/TITB.2009.2038906

关键词: Conventional PCIRisk factorPercutaneous coronary interventionRisk analysisMyocardial infarctionBlood pressureCardiologyDiabetes mellitusMedicineFamily historyInternal medicineData mining

摘要: … develop a data mining system based on decision trees for the assessment of CHDrelated risk factors targeting in the reduction of CHD events. Data-mining … on enrollment, history of MI, …

参考文章(32)
Tim Niblett, Constructing Decision Trees in Noisy Domains. EWSL. pp. 67- 78 ,(1987)
Vili Podgorelec, Peter Kokol, Bruno Stiglic, Ivan Rozman, Decision Trees: An Overview and Their Use in Medicine Journal of Medical Systems. ,vol. 26, pp. 445- 463 ,(2002) , 10.1023/A:1016409317640
Zhiqiang Wang, Wendy E Hoy, Is the Framingham coronary heart disease absolute risk function applicable to Aboriginal people The Medical Journal of Australia. ,vol. 182, pp. 66- 69 ,(2005) , 10.5694/J.1326-5377.2005.TB06577.X
Richard A Olshen, Charles J Stone, Leo Breiman, Jerome H Friedman, Classification and regression trees ,(1983)
Frank Wilcoxon, Individual Comparisons by Ranking Methods Springer Series in Statistics. ,vol. 1, pp. 196- 202 ,(1992) , 10.1007/978-1-4612-4380-9_16
Pang-Ning Tan, Vipin Kumar, Michael Steinbach, Introduction to Data Mining, (First Edition) Addison-Wesley Longman Publishing Co., Inc.. ,(2005)
Kemal Polat, Salih Güneş, A hybrid approach to medical decision support systems: Combining feature selection, fuzzy weighted pre-processing and AIRS Computer Methods and Programs in Biomedicine. ,vol. 88, pp. 164- 174 ,(2007) , 10.1016/J.CMPB.2007.07.013
Stacey Sheridan, Michael Pignone, Cynthia Mulrow, Framingham-based tools to calculate the global risk of coronary heart disease: a systematic review of tools for clinicians. Journal of General Internal Medicine. ,vol. 18, pp. 1039- 1052 ,(2003) , 10.1111/J.1525-1497.2003.30107.X
W. R. Garner, Applications of Information Theory to Psychology Journal of Nervous and Mental Disease. ,vol. 129, pp. 501- ,(1959) , 10.1097/00005053-195911000-00013