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Exploring hidden relationships within students' data using neural network and logistic regression

Considerable attention has been given to the development of sophisticated techniques for exploring data sets.One of the most commonly used techniques is neural networks that have the abilities to detect nonlinear effects and/or interactions.Due to the reduced interpretability of the output model of...

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Main Authors: Siraj, Fadzilah, Yusoff, Nooraini, Mohd Ali, Noorlin
Format: Book Section
Language:English
Published: Faculty of Information Technology, Universiti Utara Malaysia 2006
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://repo.uum.edu.my/2386/1/Fadzillah_Siraj%2C_Nooraini_Yusoff_%282006%29_01.pdf
http://repo.uum.edu.my/2386/
http://lintas.uum.edu.my:8080/elmu/index.jsp?module=webopac-l&action=fullDisplayRetriever.jsp&szMaterialNo=0000242843
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spelling my.uum.repo.23862011-02-21T07:45:12Z http://repo.uum.edu.my/2386/ Exploring hidden relationships within students' data using neural network and logistic regression Siraj, Fadzilah Yusoff, Nooraini Mohd Ali, Noorlin QA75 Electronic computers. Computer science Considerable attention has been given to the development of sophisticated techniques for exploring data sets.One of the most commonly used techniques is neural networks that have the abilities to detect nonlinear effects and/or interactions.Due to the reduced interpretability of the output model of neural networks the some data set has been analyzed using logistic regression.In this study both techniques have been applied to education data set.The study aims to provide some insight into fist year students undertaking undergraduate programs namely Bachelor of Information Technology (BIT),Bachelor of Multimedia (BMM) and Bachelor in Management of Technology (BMoT) at University Utara Malaysia. The Holland Personality Model was used to indicate the students personality traits in conjunction with students academic achievement of accuracies in both methods the methods were used in this exploratory study in a complementary manner. Faculty of Information Technology, Universiti Utara Malaysia 2006 Book Section PeerReviewed application/pdf en http://repo.uum.edu.my/2386/1/Fadzillah_Siraj%2C_Nooraini_Yusoff_%282006%29_01.pdf Siraj, Fadzilah and Yusoff, Nooraini and Mohd Ali, Noorlin (2006) Exploring hidden relationships within students' data using neural network and logistic regression. In: Proceedings of Knowledge Management International Conference & Exhibition (KMICE) , 6 - 8 June 2006 Legend Hotel Kuala Lumpur, Malaysia. Faculty of Information Technology, Universiti Utara Malaysia, Sintok, pp. 162-168. ISBN 9833282903 http://lintas.uum.edu.my:8080/elmu/index.jsp?module=webopac-l&action=fullDisplayRetriever.jsp&szMaterialNo=0000242843
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutionali Repository
url_provider http://repo.uum.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Siraj, Fadzilah
Yusoff, Nooraini
Mohd Ali, Noorlin
Exploring hidden relationships within students' data using neural network and logistic regression
description Considerable attention has been given to the development of sophisticated techniques for exploring data sets.One of the most commonly used techniques is neural networks that have the abilities to detect nonlinear effects and/or interactions.Due to the reduced interpretability of the output model of neural networks the some data set has been analyzed using logistic regression.In this study both techniques have been applied to education data set.The study aims to provide some insight into fist year students undertaking undergraduate programs namely Bachelor of Information Technology (BIT),Bachelor of Multimedia (BMM) and Bachelor in Management of Technology (BMoT) at University Utara Malaysia. The Holland Personality Model was used to indicate the students personality traits in conjunction with students academic achievement of accuracies in both methods the methods were used in this exploratory study in a complementary manner.
format Book Section
author Siraj, Fadzilah
Yusoff, Nooraini
Mohd Ali, Noorlin
author_facet Siraj, Fadzilah
Yusoff, Nooraini
Mohd Ali, Noorlin
author_sort Siraj, Fadzilah
title Exploring hidden relationships within students' data using neural network and logistic regression
title_short Exploring hidden relationships within students' data using neural network and logistic regression
title_full Exploring hidden relationships within students' data using neural network and logistic regression
title_fullStr Exploring hidden relationships within students' data using neural network and logistic regression
title_full_unstemmed Exploring hidden relationships within students' data using neural network and logistic regression
title_sort exploring hidden relationships within students' data using neural network and logistic regression
publisher Faculty of Information Technology, Universiti Utara Malaysia
publishDate 2006
url http://repo.uum.edu.my/2386/1/Fadzillah_Siraj%2C_Nooraini_Yusoff_%282006%29_01.pdf
http://repo.uum.edu.my/2386/
http://lintas.uum.edu.my:8080/elmu/index.jsp?module=webopac-l&action=fullDisplayRetriever.jsp&szMaterialNo=0000242843
_version_ 1644278221850542080
score 13.211869

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