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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| Format: | Book Section |
| Language: | English |
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Faculty of Information Technology, Universiti Utara Malaysia
2006
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| Online Access: | https://repo.uum.edu.my/id/eprint/2386/1/Fadzillah_Siraj%2C_Nooraini_Yusoff_%282006%29_01.pdf |
| _version_ | 1803624468644364288 |
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| author | Siraj, Fadzilah Yusoff, Nooraini Mohd Ali, Noorlin |
| author_facet | Siraj, Fadzilah Yusoff, Nooraini Mohd Ali, Noorlin |
| author_sort | Siraj, Fadzilah |
| collection | UUM |
| 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. |
| first_indexed | 2024-07-04T05:18:52Z |
| format | Book Section |
| id | uum-2386 |
| institution | Universiti Utara Malaysia |
| language | English |
| last_indexed | 2024-07-04T05:18:52Z |
| publishDate | 2006 |
| publisher | Faculty of Information Technology, Universiti Utara Malaysia |
| record_format | dspace |
| spelling | uum-23862011-02-21T07:45:12Z https://repo.uum.edu.my/id/eprint/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 https://repo.uum.edu.my/id/eprint/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 |
| 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 |
| title | 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_short | 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 |
| topic | QA75 Electronic computers. Computer science |
| url | https://repo.uum.edu.my/id/eprint/2386/1/Fadzillah_Siraj%2C_Nooraini_Yusoff_%282006%29_01.pdf |
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