Classification Of Heart Disease Using Svm And ANN
Journal Title: International Journal of Research in Computer and Communication Technology - Year 2013, Vol 2, Issue 9
Abstract
Classification of heart disease can be useful for the physicians if it is computerized for the purpose of fast diagnosis and accurate result. Predicting the existence of heart disease accurately can save patients life. The objective of this paper is to analyze the application of AI tools for classification and prediction of heart disease. The work includes the classification of heart disease using Support Vector Machine and Artificial Neural Network. Comparison is carried out among two methods on the basis of accuracy and training time. This paper presents a Medical decision support system for heart disease classification in a rational, objective, accurate and fast way. The dataset used is the Cleveland Heart Database taken from UCI learning data set repository. In the proposed model we classify the data into two classes using SMO algorithm in Support Vector machine and Artificial Neural Network (ANN).
Authors and Affiliations
Deepti Vadicherla, Sheetal Sonawane
Keywords
Related Articles
- EP ID EP27644
- DOI -
- Views 280
- Downloads 4
Self-Checking Carry-Select Adder Design Based on Two-Pair Two-Rail Checker
In the design of integrated circuits error checking And area occupancy plays a vital role because of increasing the necessity of portable systems. InThis paper, the self-checking carry-select adder (CSeA) design is prop...
Effective Integration of Voltage Source Converters (VSCs) in weak grids
A New control topology is presented in this paper to have an effective integration of voltage source converters (VSCs) in weak grids. Even though the controller emulates the dynamic performance of synchronous machine...
Three-Party Authenticated Quantum Key Distribution Protocols based Security in WLANs
This work presents quantum key distribution protocols (QKDPs) to safeguard security in large networks, ushering in new directions in classical cryptography and quantum cryptography. Two three-party QKDPs, one with i...
Identifying the Top Demanding Technology Trends in the Field of Software Engineering
The rapid advancement of technology makes it difficult to choose the right domain for a software developer that will continue to exist in future. New inventions are replacing old technologies every day. Software compa...
ECG Noise Reduction By Different Filters – A Comparative Analysis
The electrocardiogram (ECG or EKG) is a diagnostic tool that measures and records the electrical activity of the heart in exquisite detail. The electrocardiogram is commonly used to detect abnormal heart rhythms and...