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Detection Of Heart Attack Type Along With Suggestion Of Treatment
Details
The term Heart disease incorporates the diverse disease that have emotional impact on human heart. Cardiomyopathy and Cardiovascular disease are some categories of heart diseases. The objective is to predict more accurately the presence of type of Heart Attack, the patient is more prone to have in future with reduced numbers of attributes along with suggestive treatment by using KAPPA rating. Originally, thirteen attributes namely Age, Sex, Chest Pain Type, Fasting Blood Sugar, Slope, CA, Exang, Serum Cholesterol, Oldpeak, Thalach, RestECG, Thal, and Trest-Blood Pressure was involved in predicting the heart disease. In this proposed work 13 attributes are reduced to 7 attributes such as Chest pain, Resting Blood Pressure, Exang, Resting - ECG, Thalach , Serum Cholesterol And Coronary Angiography. Three different algorithms namely Decision Tree (C4.5), Naive Bayes and Neural Network is used for Heart Attack Type prediction and then KAPPA rating is applied to output the most likely attack type. The Data-set used for Heart Attack consist analytical data. Total more than 500 records with 7 medical (symptoms) attributes are used for as input to system.
Autorentext
I completed my Masters in Computer Science. This work was commenced by me as a dissertation work and later enhanced.This is just a drop of water in ocean of knowledge; since drops of water makes ocean - This is a contribution towards all the people, so that they can live longer and get idea regarding treatments to be undertaken for healthy heart.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783659776229
- Genre Information Technology
- Anzahl Seiten 52
- Größe H220mm x B150mm
- Jahr 2015
- EAN 9783659776229
- Format Kartonierter Einband
- ISBN 978-3-659-77622-9
- Titel Detection Of Heart Attack Type Along With Suggestion Of Treatment
- Autor Mayura Dattatray Gondkar
- Herausgeber LAP LAMBERT Academic Publishing
- Sprache Englisch