An investigation of back-propagation neural network on university selection

Processing thousands of applications can be a challenging task, especially when the applicant does not consider the university requirements and their qualification, while in some cases, the selection officer may face difficulties in deciding if more than one candidate has the same qualification for...

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Main Authors: Maharani, Sitti Syarah, Yaakob, Razali, Udzir, Nur Izura
Format: Conference or Workshop Item
Language:English
Published: IEEE 2015
Online Access:http://psasir.upm.edu.my/id/eprint/56339/1/An%20investigation%20of%20back-propagation%20neural%20network%20on%20university%20selection.pdf
http://psasir.upm.edu.my/id/eprint/56339/
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Institution: Universiti Putra Malaysia
Language: English
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spelling my.upm.eprints.563392017-07-31T09:01:33Z http://psasir.upm.edu.my/id/eprint/56339/ An investigation of back-propagation neural network on university selection Maharani, Sitti Syarah Yaakob, Razali Udzir, Nur Izura Processing thousands of applications can be a challenging task, especially when the applicant does not consider the university requirements and their qualification, while in some cases, the selection officer may face difficulties in deciding if more than one candidate has the same qualification for a limited vacancy of a particular program. In this paper, we present an investigation on university selection using back-propagation neural network to assist the selection officer in selecting eligible applicants based on SPM results. The experiments have shown the back-propagation method produced better performance with the average more than 90% accuracy for student selection across all of sets of the test data. IEEE 2015 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/56339/1/An%20investigation%20of%20back-propagation%20neural%20network%20on%20university%20selection.pdf Maharani, Sitti Syarah and Yaakob, Razali and Udzir, Nur Izura (2015) An investigation of back-propagation neural network on university selection. In: 2nd International Conference on Computer, Communications, and Control Technology (I4CT 2015), 21-23 Apr. 2015, Kuching, Sarawak, Malaysia. (pp. 248-252). 10.1109/I4CT.2015.7219575
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description Processing thousands of applications can be a challenging task, especially when the applicant does not consider the university requirements and their qualification, while in some cases, the selection officer may face difficulties in deciding if more than one candidate has the same qualification for a limited vacancy of a particular program. In this paper, we present an investigation on university selection using back-propagation neural network to assist the selection officer in selecting eligible applicants based on SPM results. The experiments have shown the back-propagation method produced better performance with the average more than 90% accuracy for student selection across all of sets of the test data.
format Conference or Workshop Item
author Maharani, Sitti Syarah
Yaakob, Razali
Udzir, Nur Izura
spellingShingle Maharani, Sitti Syarah
Yaakob, Razali
Udzir, Nur Izura
An investigation of back-propagation neural network on university selection
author_facet Maharani, Sitti Syarah
Yaakob, Razali
Udzir, Nur Izura
author_sort Maharani, Sitti Syarah
title An investigation of back-propagation neural network on university selection
title_short An investigation of back-propagation neural network on university selection
title_full An investigation of back-propagation neural network on university selection
title_fullStr An investigation of back-propagation neural network on university selection
title_full_unstemmed An investigation of back-propagation neural network on university selection
title_sort investigation of back-propagation neural network on university selection
publisher IEEE
publishDate 2015
url http://psasir.upm.edu.my/id/eprint/56339/1/An%20investigation%20of%20back-propagation%20neural%20network%20on%20university%20selection.pdf
http://psasir.upm.edu.my/id/eprint/56339/
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