Prediction on heart disease using multilayer neural network / Lily Syahira Sabrina Ab Rahman

Ab Rahman, Lily Syahira Sabrina (2017) Prediction on heart disease using multilayer neural network / Lily Syahira Sabrina Ab Rahman. Degree thesis, Universiti Teknologi MARA, Terengganu.

Abstract

The early detection of heart disease is vital to avoid sudden death. There are several symptoms that are familiar to heart disease patients by analyzing the symptoms and assisted by specific device, doctors would be able to conform the heart disease. Since the conventional method of heart disease detection is quite tedious, the automatic detection is proposed. In order to automate the early detection an adequate algorithm is needed. The algorithm must be able to receive input of patient’s details, and generate the predicted result. Therefore this study is proposed to implement multilayer neural network in producing the heart disease prediction. The predictions are evaluated by the accuracy testing and the result is 50%, this is because the range of certain criteria is not defined yet.

Metadata

Item Type: Thesis (Degree)
Creators:
Creators
Email / ID Num.
Ab Rahman, Lily Syahira Sabrina
2014339507
Contributors:
Contribution
Name
Email / ID Num.
Thesis advisor
Syed Yasin, Sharifah Nurulhikmah
UNSPECIFIED
Subjects: Q Science > QA Mathematics > Instruments and machines
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science
Q Science > QA Mathematics > Evolutionary programming (Computer science). Genetic algorithms
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Computer software
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Computer software > Application program interfaces
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Computer software > Application software
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Computer software > Configuration management
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Computer software > Development. UML (Computer science)
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Computer software > Software measurement
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Neural networks (Computer science)
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Database management
Divisions: Universiti Teknologi MARA, Terengganu > Kuala Terengganu Campus > Faculty of Computer and Mathematical Sciences
Programme: Bachelor of Computer Science (Hons)
Keywords: Heart Disease ; Specific Device ; Conventional Method ; Automatic Detection ; Predicted Result ; Neural Network
Date: January 2017
URI: https://ir.uitm.edu.my/id/eprint/69703
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