Classification of Heart Disease Using Naïve Bayes and Genetic Algorithm

作者: Santosh Kumar , G. Sahoo

DOI: 10.1007/978-81-322-2208-8_25

关键词: Artificial intelligenceEffective algorithmClassifier (UML)Heart diseaseSupervised learningMachine learningNaive Bayes classifierDecision support systemPattern recognitionComputer science

摘要: Data mining techniques have been widely used to mine knowledgeable information from medical data bases. In Classification is a supervised learning that can be design models describing important classes, where class attribute involved in the construction of classifier. Naive Bayes very simple, most popular, highly efficient and effective algorithm for pattern recognition. Medical bases are high volume nature. If set contains redundant irrelevant attributes, classification may produce less accurate result. Heart disease leading cause death India as well different parts world. Hence there need define decision support system helps clinicians take precautionary measures. this paper we propose new which combines with genetic classification. Experimental results shows our enhance accuracy diagnosis heart disease.

参考文章(19)
David Martin Ward Powers, None, Evaluation: from Precision, Recall and F-measure to ROC, Informedness, Markedness and Correlation arXiv: Learning. ,vol. 2, pp. 37- 63 ,(2011)
Michael W Berry, Murray Browne, Lecture Notes in Data Mining WORLD SCIENTIFIC. ,(2006) , 10.1142/6103
Manoranjan Dash, Huan Liu, Hiroshi Motoda, Consistency Based Feature Selection pacific asia conference on knowledge discovery and data mining. pp. 98- 109 ,(2000) , 10.1007/3-540-45571-X_12
S. N. Deepa, S. N. Sivanandam, Introduction to genetic algorithms ,(2007)
Anoop J. Sahoo, Yugal Kumar, Seminal quality prediction using data mining methods. Technology and Health Care. ,vol. 22, pp. 531- 545 ,(2014) , 10.3233/THC-140816
Yugal Kumar, G. Sahoo, Prediction of different types of liver diseases using rule based classification model Technology and Health Care. ,vol. 21, pp. 417- 432 ,(2013) , 10.3233/THC-130742
M. Akhil Jabbar, Priti Chandra, Bulusu Lakshmana Deekshatulu, Heart Disease Prediction System using Associative Classification and Genetic Algorithm arXiv: Artificial Intelligence. ,(2013)