Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam

This study aims to use neural network to develop a model to predict mathematics performance of Universiti Teknologi MARA Kampus Melaka (UiTMKM) students. This model allows the system administrator to train and normalize data as well as trains. Once the model has been established, the system can be u...

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Main Authors:	Abdul Rahman, Normaziah, Siraj, Fadzilah, Adam, Noor Aishikin
Format:	Research Reports
Language:	English
Published:	Institute of Research, Development and Commercialization 2006
Online Access:	http://ir.uitm.edu.my/id/eprint/18189/ http://ir.uitm.edu.my/id/eprint/18189/2/LP_NORMAZIAH%20ABDUL%20RAHMAN%20IRDC%2006_5.pdf

id	uitm-18189
recordtype	eprints
spelling	uitm-181892019-03-19T00:08:44Z http://ir.uitm.edu.my/id/eprint/18189/ Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam Abdul Rahman, Normaziah Siraj, Fadzilah Adam, Noor Aishikin This study aims to use neural network to develop a model to predict mathematics performance of Universiti Teknologi MARA Kampus Melaka (UiTMKM) students. This model allows the system administrator to train and normalize data as well as trains. Once the model has been established, the system can be used to forecast mathematics achievement of a future UiTMKM student based on his or her academic background and performance in certain subjects in the Sijil Pelajaran Malaysia (SPM) examination. A neural network technique, using Multi Layer Perceptron (MLP) and back propagation algorithm is employed. A total of 391 data samples of diploma students were collected, trained and tested using this model. The input variables consist of SPM results in modern mathematics, additional mathematics, sciences, physics and English as well as several factors like age, gender, school location and subject stream. Analysis of data shows a reasonably strong correlation between the input variables and the targeted output variables, which are mathematics grades obtained at UiTMKM. Institute of Research, Development and Commercialization 2006 Research Reports NonPeerReviewed text en http://ir.uitm.edu.my/id/eprint/18189/2/LP_NORMAZIAH%20ABDUL%20RAHMAN%20IRDC%2006_5.pdf Abdul Rahman, Normaziah and Siraj, Fadzilah and Adam, Noor Aishikin (2006) Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam. [Research Reports] (Unpublished)
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Teknologi MARA
building	UiTM Institutional Repository
collection	Online Access
language	English
description	This study aims to use neural network to develop a model to predict mathematics performance of Universiti Teknologi MARA Kampus Melaka (UiTMKM) students. This model allows the system administrator to train and normalize data as well as trains. Once the model has been established, the system can be used to forecast mathematics achievement of a future UiTMKM student based on his or her academic background and performance in certain subjects in the Sijil Pelajaran Malaysia (SPM) examination. A neural network technique, using Multi Layer Perceptron (MLP) and back propagation algorithm is employed. A total of 391 data samples of diploma students were collected, trained and tested using this model. The input variables consist of SPM results in modern mathematics, additional mathematics, sciences, physics and English as well as several factors like age, gender, school location and subject stream. Analysis of data shows a reasonably strong correlation between the input variables and the targeted output variables, which are mathematics grades obtained at UiTMKM.
format	Research Reports
author	Abdul Rahman, Normaziah Siraj, Fadzilah Adam, Noor Aishikin
spellingShingle	Abdul Rahman, Normaziah Siraj, Fadzilah Adam, Noor Aishikin Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam
author_facet	Abdul Rahman, Normaziah Siraj, Fadzilah Adam, Noor Aishikin
author_sort	Abdul Rahman, Normaziah
title	Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam
title_short	Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam
title_full	Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam
title_fullStr	Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam
title_full_unstemmed	Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam
title_sort	developing a model to predict mathematics performance using neural network / normaziah abdul rahman, fadzilah siraj and noor aishikin adam
publisher	Institute of Research, Development and Commercialization
publishDate	2006
url	http://ir.uitm.edu.my/id/eprint/18189/ http://ir.uitm.edu.my/id/eprint/18189/2/LP_NORMAZIAH%20ABDUL%20RAHMAN%20IRDC%2006_5.pdf
first_indexed	2023-09-18T22:59:58Z
last_indexed	2023-09-18T22:59:58Z
_version_	1777418106911588352

Developing a model to predict mathematics performance using neural network / Normaziah Abdul Rahman, Fadzilah Siraj and Noor Aishikin Adam

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