Prediction of Heart Disease Using Classification Based Data Mining Techniques

被引:13
|
作者
Joshi, Sujata [1 ]
Nair, Mydhili K. [2 ]
机构
[1] Nitte Meenakshi Inst Technol, Dept Comp Sci & Engn, Bangalore, Karnataka, India
[2] MS Ramaiah Inst Technol, Dept Informat Sci & Engn, Bangalore, Karnataka, India
关键词
Data mining; Classification technique; Heart disease; Healthcare; Decision tree; Naive bayes; K-Nearest neighbor; Dataset;
D O I
10.1007/978-81-322-2208-8_46
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Data Mining is an interesting field of research whose major objective is to find interesting and useful patterns from huge data sets. These patterns can be further used to make important decisions based on the result of the analysis. Healthcare industry today generates huge amount of data on a day to day basis. This data has to be analysed and hidden and meaningful patterns can be discovered. Data mining plays a promising and significant role in this aspect. Data Mining techniques can be used for disease prediction. In this research, the classification based data mining techniques are applied to healthcare data. This research focuses on the prediction of heart disease using three classification techniques namely Decision Trees, Naive Bayes and K Nearest Neighbour.
引用
收藏
页码:503 / 511
页数:9
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