Analysis of Fuzzy Logic Modification for Student Assessment in e-Learning

The phenomenon of the rapid transfer of learning to online systems, such as e-Learning, has occurred massively. Institutions must ensure that student assessments run well. The characteristics of learning in e-Learning require an appropriate assessment method. The fuzzy logic method can be an option....

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Main Authors: Retantyo Wardoyo, Wenty Dwi Yuniarti
Format: Article
Language:English
Published: State Islamic University Sunan Kalijaga 2020-09-01
Series:IJID (International Journal on Informatics for Development)
Subjects:
Online Access:http://ejournal.uin-suka.ac.id/saintek/ijid/article/view/2071
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author Retantyo Wardoyo
Wenty Dwi Yuniarti
author_facet Retantyo Wardoyo
Wenty Dwi Yuniarti
author_sort Retantyo Wardoyo
collection DOAJ
description The phenomenon of the rapid transfer of learning to online systems, such as e-Learning, has occurred massively. Institutions must ensure that student assessments run well. The characteristics of learning in e-Learning require an appropriate assessment method. The fuzzy logic method can be an option. Research shows that fuzzy logic is capable of providing flexible and objective performance evaluation. Fuzzy logic is a method that can overcome the uncertainty of transparency and objectivity of student assessments. In general, fuzzy logic applications are carried out by standards. Modification is an attempt to reveal the flexibility and to optimize the use of fuzzy logic. This study presents an analysis of fuzzy logic modification for the assessment of Algorithm and Data Structures courses held in e-Learning. These modifications include (i) modification of the parameter score with score compatibility, (ii) consequent modification of the fuzzy rules and (iii) modification of the implication process. The study results show that although the use of fuzzy logic requires more complicated procedures and tools, it can present various kinds of assessment as an option for educators to assess students in e-Learning.
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spelling doaj.art-a6d6933c6b1142d0abcb191cfec48f822022-12-22T00:34:31ZengState Islamic University Sunan KalijagaIJID (International Journal on Informatics for Development)2252-78342549-74482020-09-0191293610.14421/ijid.2020.091051511Analysis of Fuzzy Logic Modification for Student Assessment in e-LearningRetantyo Wardoyo0Wenty Dwi Yuniarti1Universitas Gadjah MadaUniversitas Islam Negeri WalisongoThe phenomenon of the rapid transfer of learning to online systems, such as e-Learning, has occurred massively. Institutions must ensure that student assessments run well. The characteristics of learning in e-Learning require an appropriate assessment method. The fuzzy logic method can be an option. Research shows that fuzzy logic is capable of providing flexible and objective performance evaluation. Fuzzy logic is a method that can overcome the uncertainty of transparency and objectivity of student assessments. In general, fuzzy logic applications are carried out by standards. Modification is an attempt to reveal the flexibility and to optimize the use of fuzzy logic. This study presents an analysis of fuzzy logic modification for the assessment of Algorithm and Data Structures courses held in e-Learning. These modifications include (i) modification of the parameter score with score compatibility, (ii) consequent modification of the fuzzy rules and (iii) modification of the implication process. The study results show that although the use of fuzzy logic requires more complicated procedures and tools, it can present various kinds of assessment as an option for educators to assess students in e-Learning.http://ejournal.uin-suka.ac.id/saintek/ijid/article/view/2071student assessmente-learningfuzzy logiccompatibilityfuzzy ruleimplication
spellingShingle Retantyo Wardoyo
Wenty Dwi Yuniarti
Analysis of Fuzzy Logic Modification for Student Assessment in e-Learning
IJID (International Journal on Informatics for Development)
student assessment
e-learning
fuzzy logic
compatibility
fuzzy rule
implication
title Analysis of Fuzzy Logic Modification for Student Assessment in e-Learning
title_full Analysis of Fuzzy Logic Modification for Student Assessment in e-Learning
title_fullStr Analysis of Fuzzy Logic Modification for Student Assessment in e-Learning
title_full_unstemmed Analysis of Fuzzy Logic Modification for Student Assessment in e-Learning
title_short Analysis of Fuzzy Logic Modification for Student Assessment in e-Learning
title_sort analysis of fuzzy logic modification for student assessment in e learning
topic student assessment
e-learning
fuzzy logic
compatibility
fuzzy rule
implication
url http://ejournal.uin-suka.ac.id/saintek/ijid/article/view/2071
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