Effective diagnosis of heart disease through bagging approach

Proceedings of the 2009 2nd International Conference on Biomedical Engineering and Informatics, BMEI 2009

Volumn , Issue , 2009, Pages

  Tu, My Chau ^a   Shin, Dongil ^a   Shin, DongKyoo ^a  

^a Sejong University   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

BAGGING APPROACH; DECISION-TREE ALGORITHM; HEART DISEASE; MEDICAL DECISION SUPPORT SYSTEM; WARNING SIGNS;

ARTIFICIAL INTELLIGENCE; BIOMEDICAL ENGINEERING; CARDIOLOGY; DECISION SUPPORT SYSTEMS; DECISION TREES;

DIAGNOSIS;

EID: 74049124535     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BMEI.2009.5301650     Document Type: Conference Paper

References (10)

1. 'Heart disease: Fast facts' Available from http://yourtotalhealth. ivillage.com/heart-disease-fastfacts.html.
2. 'UCI KDD Archive' Available from http://mlearn.ics.uci.edu/MLSummary. html.
3. R. Detrano, A. Janosi, W. Steinbrunn, M. Pfisterer, J.J. Schmid, S. Sandhu, K.H.Guppy, S. Lee, and V. Froelicher. "International application of a new probability algorithm for the diagnosis of coronary artery disease". American Journal of Cardiology, Vol. 64, 1989, pp. 304-310.
4. G. John. "Models if incremental concept formation". Journal of Atificial Intelligence, 1989, pp. 11-61.
5. A. L. Gamboa, M. G. Mendoza, J. M. Vargas, N. H. Gress, and R. E. Orozco, "Hybrid Fuzzy-SV Clustering for Heart Disease Identification", in Proceedings of CIMCAIAWTIC' 06. 2006.
6. D. Resul, T. Ibrahim, S. Abdulkadir,. "Effective diagnosis of heart disease through neural networks ensembles". Elsevier, 2008.
7. Z. Yao, P. Liu, L. Lei, and J. Yin, "R-C4.5 Decision tree model and its applications to health care dataset", in Proceedings of the 2005 International Conference on Services Systems and Services Management. 2005. p. 1099-1103.
8. K. Gang, P. Yi, S. Yong, C. Zhengxin,. "Privacy-preserving data mining of medical data using data separation-based techniques". Data science journal, Vol. 6, 2007.
9. H.W. Ian, E. Frank. Data mining: Practical machine learning tools and techniques. Morgan Kaufmann, 2005.
10. B. Leo, Bagging Predictors, in Machine Learning. 1996. p. 123-140.