Enhanced Heart Disease Analysis and Prediction System [EHDAPS] Using Data Mining
Journal Title: International journal of Emerging Trends in Science and Technology - Year 2014, Vol 1, Issue 9
Abstract
Data mining is the process of analyzing data from different perspectives and summarizing it into useful information. Data mining techniques are used for variety of applications. Data mining techniques have been very effective in designing clinical support systems because of their ability to discover hidden patterns and relationships in clinical data. One of the most important applications of such systems is in diagnosis of heart disease. The main objective of Enhanced Heart Disease Analysis and Prediction System (EHDAPS) is predicting the heart disease using historical heart database. To develop this system, medical terms such as sex, blood pressure, and cholesterol like seventeen input attributes are used. In this paper association among various attributes which are the causative factors of heart diseases are analyzed. The patient’s records are observed before prediction and the factors are grouped as per its severity level. In this system the level of causative factors are categorized using K-Means clustering technique and it distinguishes the risky and non risky factors. Frequent risk factors are mined from the clinical heart database using Apriori algorithm. The risk factors are taken for this study to predict the risk level and find the co-ordination among the factors that helps the medical people to predict the disease with minimum tests and treatments.
Authors and Affiliations
Alagugowri. S
Keywords
Related Articles
- EP ID EP221142
- DOI -
- Views 126
- Downloads 0
Smart irrigation system with GSM module using DC-DC converter with Regenerative Snubber
To reduce the man power for irrigating the field. To minimize the wastage of water used for irrigation. To save the electricity cost by operating the water pumping motor by utilising solar power. At power supply unit, Z-...
Correction of Power Quality Issues in Distribution System Using DSTATCOM with SSULMS Control Algorithm
Power quality disturbances is the major concern in the distribution system, that leads to tripping and malfunction of sensitive equipments in distribution system. A Distribution Static Synchronous Compensator (DSTATCOM)...
Filtering Techniques
Our aim is to reduce the noise in the images and also for the speech enhancement using the filtering techniques. In this paper, we used the filtering techniques like Kalman filter, Wiener filter, and H-infinity filter an...
ater Quality Analysis of Muttar River
he Muttar River is an extremely polluted fresh water source with degrading water quality and flow. The river has a twelve kilometer length and an average width of fifty meters.According to t...
Different Facial Expression Recognition and Face Detection Technique
Face detection is a computer technology that determines the locations and sizes of human faces in arbitrary (digital) images. After detection of face in a picture, it can be compared with the ones present in the database...