Heart Disease Prediction By Using Case Based Reasoning (Cbr)

This study provides an overview of heart disease prediction using intelligent system. Disease prediction is an important task in the medical industry. It is hard to get an accurate result by using the traditional method which is doctor’s experience. Therefore, to overcome these issues, the intellige...

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Main Author: Chan, Hue Wah
Format: Undergraduates Project Papers
Language:English
Published: 2023
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Online Access:http://umpir.ump.edu.my/id/eprint/40177/1/CA19059.pdf
http://umpir.ump.edu.my/id/eprint/40177/
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spelling my.ump.umpir.401772024-02-07T03:57:28Z http://umpir.ump.edu.my/id/eprint/40177/ Heart Disease Prediction By Using Case Based Reasoning (Cbr) Chan, Hue Wah QA75 Electronic computers. Computer science This study provides an overview of heart disease prediction using intelligent system. Disease prediction is an important task in the medical industry. It is hard to get an accurate result by using the traditional method which is doctor’s experience. Therefore, to overcome these issues, the intelligent system will be applied to replace the traditional approach. There are other intelligent system approaches available, but just three will be studied in this study such as Fuzzy Logic, Neural Network, and Cased-Based Reasoning (CBR). The comparison in term of accuracy will be made among the three chosen intelligent system techniques. Next, only the Cased-Based Reasoning (CBR) will be selected to perform the heart disease prediction. During the prediction phase, the heart disease dataset will go through data pre-processing to clean it and data splitting to divide it into training and testing data. Then, the selected intelligent system will then be used to identify the outcome of the heart disease after the data has been useful. 2023-01 Undergraduates Project Papers NonPeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/40177/1/CA19059.pdf Chan, Hue Wah (2023) Heart Disease Prediction By Using Case Based Reasoning (Cbr). Faculty of Computing, Universiti Malaysia Pahang Al-Sultan Abdullah.
institution Universiti Malaysia Pahang Al-Sultan Abdullah
building UMPSA Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang Al-Sultan Abdullah
content_source UMPSA Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Chan, Hue Wah
Heart Disease Prediction By Using Case Based Reasoning (Cbr)
description This study provides an overview of heart disease prediction using intelligent system. Disease prediction is an important task in the medical industry. It is hard to get an accurate result by using the traditional method which is doctor’s experience. Therefore, to overcome these issues, the intelligent system will be applied to replace the traditional approach. There are other intelligent system approaches available, but just three will be studied in this study such as Fuzzy Logic, Neural Network, and Cased-Based Reasoning (CBR). The comparison in term of accuracy will be made among the three chosen intelligent system techniques. Next, only the Cased-Based Reasoning (CBR) will be selected to perform the heart disease prediction. During the prediction phase, the heart disease dataset will go through data pre-processing to clean it and data splitting to divide it into training and testing data. Then, the selected intelligent system will then be used to identify the outcome of the heart disease after the data has been useful.
format Undergraduates Project Papers
author Chan, Hue Wah
author_facet Chan, Hue Wah
author_sort Chan, Hue Wah
title Heart Disease Prediction By Using Case Based Reasoning (Cbr)
title_short Heart Disease Prediction By Using Case Based Reasoning (Cbr)
title_full Heart Disease Prediction By Using Case Based Reasoning (Cbr)
title_fullStr Heart Disease Prediction By Using Case Based Reasoning (Cbr)
title_full_unstemmed Heart Disease Prediction By Using Case Based Reasoning (Cbr)
title_sort heart disease prediction by using case based reasoning (cbr)
publishDate 2023
url http://umpir.ump.edu.my/id/eprint/40177/1/CA19059.pdf
http://umpir.ump.edu.my/id/eprint/40177/
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score 13.235362