An integrated fuzzy approach to students' assessment / Badrul Hisham Abdullah

Assessment is a process of collecting data for the purpose of making decisions about individuals or groups. In education, instructors assess students by giving grades to express the overall performance of the students. The main objective of this study is to improvise the existing fuzzy approach in a...

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Main Author: Abdullah, Badrul Hisham
Format: Thesis
Language:English
Published: 2006
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/101767/1/101767.pdf
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spelling my-uitm-ir.1017672024-11-26T07:51:29Z An integrated fuzzy approach to students' assessment / Badrul Hisham Abdullah 2006 Abdullah, Badrul Hisham Fuzzy logic Assessment is a process of collecting data for the purpose of making decisions about individuals or groups. In education, instructors assess students by giving grades to express the overall performance of the students. The main objective of this study is to improvise the existing fuzzy approach in assessing students’ performance. This study focuses on two types of assessments namely students’ answer scripts assessment and students’ group assessment. In the students’ answer scripts assessment the trapezoidal fuzzy number is used to represent the standard satisfaction level for the grading scales and the students’ fuzzy scores. The center points of both standard satisfaction levels and the fuzzy score is calculated using the center of gravity method. The minimum distance between the fuzzy score and the standard satisfaction level will determine the linguistic term that best represent the students’ performance. In the students’ group assessment instructors as well as students are involved in selecting and determining the assessment criteria. The pair-wise comparison technique based on fuzzy scales is used to find the relative strength between each criterion. The weights of selected criteria are represented by the normalized fuzzy eigenvectors. The fuzzy relation composition method is employed in order to combine the instructor and students’ evaluation, which finally will give the overall students’ group performance. Both the answer scripts assessment and group assessment processes can be easily performed with the aid of fuzzy assessment sheet. This integrated fuzzy approach provides additional information on students’ performance and can be used as an option for instructors to assess students’ performance. 2006 Thesis https://ir.uitm.edu.my/id/eprint/101767/ https://ir.uitm.edu.my/id/eprint/101767/1/101767.pdf text en public masters Universiti Teknologi MARA (UiTM) Faculty of Information Technology & Quantitative Sciences
institution Universiti Teknologi MARA
collection UiTM Institutional Repository
language English
topic Fuzzy logic
spellingShingle Fuzzy logic
Abdullah, Badrul Hisham
An integrated fuzzy approach to students' assessment / Badrul Hisham Abdullah
description Assessment is a process of collecting data for the purpose of making decisions about individuals or groups. In education, instructors assess students by giving grades to express the overall performance of the students. The main objective of this study is to improvise the existing fuzzy approach in assessing students’ performance. This study focuses on two types of assessments namely students’ answer scripts assessment and students’ group assessment. In the students’ answer scripts assessment the trapezoidal fuzzy number is used to represent the standard satisfaction level for the grading scales and the students’ fuzzy scores. The center points of both standard satisfaction levels and the fuzzy score is calculated using the center of gravity method. The minimum distance between the fuzzy score and the standard satisfaction level will determine the linguistic term that best represent the students’ performance. In the students’ group assessment instructors as well as students are involved in selecting and determining the assessment criteria. The pair-wise comparison technique based on fuzzy scales is used to find the relative strength between each criterion. The weights of selected criteria are represented by the normalized fuzzy eigenvectors. The fuzzy relation composition method is employed in order to combine the instructor and students’ evaluation, which finally will give the overall students’ group performance. Both the answer scripts assessment and group assessment processes can be easily performed with the aid of fuzzy assessment sheet. This integrated fuzzy approach provides additional information on students’ performance and can be used as an option for instructors to assess students’ performance.
format Thesis
qualification_level Master's degree
author Abdullah, Badrul Hisham
author_facet Abdullah, Badrul Hisham
author_sort Abdullah, Badrul Hisham
title An integrated fuzzy approach to students' assessment / Badrul Hisham Abdullah
title_short An integrated fuzzy approach to students' assessment / Badrul Hisham Abdullah
title_full An integrated fuzzy approach to students' assessment / Badrul Hisham Abdullah
title_fullStr An integrated fuzzy approach to students' assessment / Badrul Hisham Abdullah
title_full_unstemmed An integrated fuzzy approach to students' assessment / Badrul Hisham Abdullah
title_sort integrated fuzzy approach to students' assessment / badrul hisham abdullah
granting_institution Universiti Teknologi MARA (UiTM)
granting_department Faculty of Information Technology & Quantitative Sciences
publishDate 2006
url https://ir.uitm.edu.my/id/eprint/101767/1/101767.pdf
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