Heart Disease Detection using EKSTRAP Clustering with Statistical and Distance based Classifiers
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2016, Vol 18, Issue 3
Abstract
Abstract : The heart is the most important organ in the human body which pumps blood to various parts of the body. If there is inefficient circulation of blood in body organs like brain will suffer. If heart stops pumping blood it results in death. An individual’s life is very much dependent on how efficiently the heart works. Usingdata mining technique proposed in this paper we are trying to detect if a patient has heart disease or not. The system uses 13 attributes like age, gender, blood pressure, cholesterol etc to detect the same. The system uses a hybrid technique which uses Enhanced K STRAnge Points(EKSTRAP) clustering algorithm , output of which is given to different classifiers like statistical –Naïve Bayes classifier and Distance Based – MSDC (Modified Simple Distance Classifier ).
Authors and Affiliations
Terence Johnson , Dr. S. K. Singh , Vaishnavi Kamat , Aishwarya Joshi , Lester D‟Souza , Poohar Amonkar , Devyani Joshi , Anirudha Kulkarni
Keywords
Related Articles
- EP ID EP164551
- DOI -
- Views 103
- Downloads 0
Privacy Preservation by Using AMDSRRC for Hiding Highly Sensitive Association Rule
Abstract: Researchers are needed for settling on the choice of information mining. In any case a few associations to help with some external counsellor for the procedure of information mining on the grounds that th...
Optimizing Migration of the Application Data in Cloud Environment Using ACO Algorithm and RSA Encryption
Abstract: Taking the advantages of the capabilities offered by cloud computing requires either an application to be built especially for it, or for existing application to migrated to it. The main focus on migrate the ap...
"Artificial Intelligence and a Creative Mind"
.
AUTOPARK: A Sensor Based, Automated, Secure and Efficient Parking Guidance System
Nowadays, due to modern and lavish lifestyles people prefer their own vehicles while going anywhere, resulting in increased traffic congestion and parking problems. In this paper, we propose and present a complet...
An Overview of TRIZ Problem-Solving Methodology and its Applications
TRIZ, which is a Russian word that stands for “Theory of Inventive Problem Solving”, is a problemsolving methodology that was invented based on the belief that there are universal principles of invention that  ...