Cardiac Catheterization Procedure Prediction Using Machine Learning and Data Mining Techniques
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2019, Vol 21, Issue 1
Abstract
Although catheterization is an important tool in the diagnosis and the treatment of cardiovascular diseases, it may cause different complications such as death or myocardial infarction during diagnosis. Data mining techniques are used for the construction of a cardiac catheterization Prediction System (CCPS) for whom catheterization is needed; therefore, it can decrease the complications of Cardiac catheterization Procedure. The aim of this study is to predict whether a patient needs a cardiac catheterization procedure or not. WEKA software was used in this experimental evaluation study of the Home dataset. Five classification algorithms were used for the prediction of catheterization procedure based on the prediction Accuracy, True Positive, True Negative, and ROC area. This study concluded that J48 without smoker attribute was a wellsuited model for the prediction of whether a patient needs a cardiac catheterization procedure or not.
Authors and Affiliations
Huda Kutrani, Saria Eltalhi
Keywords
Related Articles
- EP ID EP444244
- DOI 10.9790/0661-2101018692.
- Views 112
- Downloads 0
Monitoring Road Accidents using Sensors and providing Medical Facilities
The main objective of this paper is to detect an accident in which immediately help is required to driver and driver is not in position to inform any medical rescue team. In this kind of situation there is a need...
A framework for an Operating System-based Mobile Agent Interoperability
Mobile agent technology has grown in acceptance over the years for distributed applications, but it is yet to be adopted as ubiquitous solution technique. This is due to its complexity and lack of interoperabilit...
Cloud Based Software Platform for Big Data Analytics In Water Reservoir Level Forecasting
Abstract: Advanced technology solutions will help in scaling implementation, to accommodate a lot of data and data analysis capabilities while not affecting the performance. Data analytics in the field of water res...
Survey and Analysis on Migration of Legacy System to Service Oriented Architecture
A number of new generation languages have been evolved for the past few years and have been adapted by the industries. As a result of which the project done under 3GL are becoming Legacy and also the informat...
Secure seamless access to IP applications and IP service availability in VANET
Abstract: Traditional Internet-based applications and driver assistance services, as well as peer-to-peer applications are services that will make traveling a more convenient and pleasant experience, that enable theinsta...