Prediction of Heart Disease Using Classification Based Data Mining Techniques
作者： Sujata Joshi , Mydhili K. Nair
DOI: 10.1007/978-81-322-2208-8_46
关键词:
摘要: Data Mining is an interesting field of research whose major objective to find and useful patterns from huge data sets. These can be further used make important decisions based on the result analysis. Healthcare industry today generates amount a day basis. This has analysed hidden meaningful discovered. mining plays promising significant role in this aspect. techniques for disease prediction. In research, classification are applied healthcare data. focuses prediction heart using three namely Decision Trees, Naive Bayes K Nearest Neighbour.
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sci-hub.se 参考文章(15)
Hian Chye Koh, Gerald Tan, None, Data mining applications in healthcare. Journal of healthcare information management. ,vol. 19, pp. 64- 72 ,(2005)
Mai Shouman, Tim Turner, Rob Stocker, Using data mining techniques in heart disease diagnosis and treatment 2012 Japan-Egypt Conference on Electronics, Communications and Computers. pp. 173- 177 ,(2012) , 10.1109/JEC-ECC.2012.6186978
Paolo Melillo, Nicola De Luca, Marcello Bracale, Leandro Pecchia, Classification Tree for Risk Assessment in Patients Suffering From Congestive Heart Failure via Long-Term Heart Rate Variability IEEE Journal of Biomedical and Health Informatics. ,vol. 17, pp. 727- 733 ,(2013) , 10.1109/JBHI.2013.2244902
Krzysztof J. Cios, G. William Moore, Uniqueness of medical data mining Artificial Intelligence in Medicine. ,vol. 26, pp. 1- 24 ,(2002) , 10.1016/S0933-3657(02)00049-0
Chih-Wen Cheng, Nikhil Chanani, Janani Venugopalan, Kevin Maher, May Dongmei Wang, icuARM-An ICU Clinical Decision Support System Using Association Rule Mining IEEE Journal of Translational Engineering in Health and Medicine. ,vol. 1, pp. 122- 131 ,(2013) , 10.1109/JTEHM.2013.2290113
Boris Milovic, Prediction and Decision Making in Health Care using Data Mining International Journal of Public Health Science. ,vol. 1, pp. 69- 78 ,(2012) , 10.11591/IJPHS.V1I2.1380
R. Bharat Rao, Sriram Krishnan, Radu Stefan Niculescu, Data mining for improved cardiac care Sigkdd Explorations. ,vol. 8, pp. 3- 10 ,(2006) , 10.1145/1147234.1147236
Divya Tomar, Sonali Agarwal, A survey on Data Mining approaches for Healthcare bio science and bio technology. ,vol. 5, pp. 241- 266 ,(2013) , 10.14257/IJBSBT.2013.5.5.25
Mary K. Obenshain, Application of data mining techniques to healthcare data. Infection Control and Hospital Epidemiology. ,vol. 25, pp. 690- 695 ,(2004) , 10.1086/502460
R BELLAZZI, B ZUPAN, Predictive data mining in clinical medicine: Current issues and guidelines International Journal of Medical Informatics. ,vol. 77, pp. 81- 97 ,(2008) , 10.1016/J.IJMEDINF.2006.11.006