Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance Analysis
Higher education has an important role to develop human resources in the economic growth and development of the country. One of specific way of evaluating and analyze data in education is to use data mining techniques. C4.5 algorithm as one of the data mining techniques that have good performance is...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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EDP Sciences
2019-01-01
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| Series: | E3S Web of Conferences |
| Subjects: | |
| Online Access: | https://www.e3s-conferences.org/articles/e3sconf/pdf/2019/51/e3sconf_icenis2019_21002.pdf |
| _version_ | 1819158080403800064 |
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| author | Idris Mochamad Mustafid Suseno Jatmiko Endro |
| author_facet | Idris Mochamad Mustafid Suseno Jatmiko Endro |
| author_sort | Idris Mochamad |
| collection | DOAJ |
| description | Higher education has an important role to develop human resources in the economic growth and development of the country. One of specific way of evaluating and analyze data in education is to use data mining techniques. C4.5 algorithm as one of the data mining techniques that have good performance is very relevant used for data analysis tools. In this research using data on the performance of lecturers in college, there are 100 records with a 6 variable that affects individual factors in the productivity of lecturers including age, employment, attendance, certification, position, Education, and additional duties. In the end of the mining result, the forward chaining method is used to extract the rules that are generated by C4.5 algorithm. The input premises are examined by forwarding chaining to generate the prediction result. |
| first_indexed | 2024-12-22T16:18:58Z |
| format | Article |
| id | doaj.art-054229b179ad4b83b0f46a605473136b |
| institution | Directory Open Access Journal |
| issn | 2267-1242 |
| language | English |
| last_indexed | 2024-12-22T16:18:58Z |
| publishDate | 2019-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | E3S Web of Conferences |
| spelling | doaj.art-054229b179ad4b83b0f46a605473136b2022-12-21T18:20:18ZengEDP SciencesE3S Web of Conferences2267-12422019-01-011252100210.1051/e3sconf/201912521002e3sconf_icenis2019_21002Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance AnalysisIdris Mochamad0Mustafid1Suseno Jatmiko Endro2Magister Program of Information System, School of Postgraduate Studies, Diponegoro UniversityDepartment of Statistics, Faculty of Science and Mathematics, Diponegoro UniversityDepartment of Physics, Faculty of Science and Mathematics, Diponegoro UniversityHigher education has an important role to develop human resources in the economic growth and development of the country. One of specific way of evaluating and analyze data in education is to use data mining techniques. C4.5 algorithm as one of the data mining techniques that have good performance is very relevant used for data analysis tools. In this research using data on the performance of lecturers in college, there are 100 records with a 6 variable that affects individual factors in the productivity of lecturers including age, employment, attendance, certification, position, Education, and additional duties. In the end of the mining result, the forward chaining method is used to extract the rules that are generated by C4.5 algorithm. The input premises are examined by forwarding chaining to generate the prediction result.https://www.e3s-conferences.org/articles/e3sconf/pdf/2019/51/e3sconf_icenis2019_21002.pdfdata miningdecision treec4.5 algorithmforward chaining methodhigher education performace |
| spellingShingle | Idris Mochamad Mustafid Suseno Jatmiko Endro Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance Analysis E3S Web of Conferences data mining decision tree c4.5 algorithm forward chaining method higher education performace |
| title | Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance Analysis |
| title_full | Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance Analysis |
| title_fullStr | Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance Analysis |
| title_full_unstemmed | Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance Analysis |
| title_short | Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance Analysis |
| title_sort | implementation of c4 5 algorithm and forward chaining method for higher education performance analysis |
| topic | data mining decision tree c4.5 algorithm forward chaining method higher education performace |
| url | https://www.e3s-conferences.org/articles/e3sconf/pdf/2019/51/e3sconf_icenis2019_21002.pdf |
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