Prediction of Heart Disease by Mining Frequent Items and Classification Techniques

These days immense abstraction of data yields and collected in every instance of time. So to analyze them is the toughest task to do. This immense volume of data has been generated from unlike sources like health care, social media, business applications, manufacturing industries and many more. HealthCare plays a pivotal role in Big Data. Spotting and safeguarding of the diseases at a primitive stage are very much crucial. Heart disease specifically implies the condition of the heart that contracts or obstructs blood vessels which result in pain in chest and heart attack. This paper emphasizes on the diagnosis of heart diseases at a primitive stage so that it will lead to a successful cure of the diseases. In this paper, frequent item mining is used for filtering the attributes and diverse data mining classification method like Decision tree classification, Naive Bayes classification, Support Vector Machine classification, and k-NN classification are used for determination and safeguard of the diseases at an early stage so that it can be treated and preventable.

[1]  Divya Tomar,et al.  A survey on Data Mining approaches for Healthcare , 2013, BSBT 2013.

[2]  Nilima P. Patil,et al.  Genetic Neural Approach for Heart Disease Prediction , 2014 .

[3]  Soniya Joseph,et al.  Data Mining Techniques For Heart Disease Prediction , 2014 .

[4]  Ann Q. Gates,et al.  TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING , 2005 .

[5]  H. M. Marvin,et al.  Heart Disease , 1854, Hall's journal of health.

[6]  N. Sundar,et al.  PERFORMANCE ANALYSIS OF CLASSIFICATION DATA MINING TECHNIQUES OVER HEART DISEASE DATA BASE , 2012 .

[7]  Lawrence Carin,et al.  A Bayesian approach to joint feature selection and classifier design , 2004, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[8]  J. Thomas,et al.  Human heart disease prediction system using data mining techniques , 2016, 2016 International Conference on Circuit, Power and Computing Technologies (ICCPCT).

[9]  Ms. Ishtake.  " Intelligent Heart Disease Prediction System Using Data Mining Techniques " , .

[10]  Sulabha S. Apte,et al.  Improved Study of Heart Disease Prediction System using Data Mining Classification Techniques , 2012 .

[11]  B. Gomathy,et al.  Disease Forecasting System Using Data Mining Methods , 2014, 2014 International Conference on Intelligent Computing Applications.

[12]  S. R,et al.  Data Mining with Big Data , 2017, 2017 11th International Conference on Intelligent Systems and Control (ISCO).

[13]  Sellappan Palaniappan,et al.  Intelligent heart disease prediction system using data mining techniques , 2008, 2008 IEEE/ACS International Conference on Computer Systems and Applications.

[14]  Hamza Javed,et al.  Human Heart Disease Prediction System Using Data Mining Techniques , 2019 .