Implementation of C4.5 Algorithm and Forward Chaining Method for Higher Education Performance Analysis
| Autor: | Mustafid, Mochamad Idris, Jatmiko Endro Suseno |
|---|---|
| Jazyk: | angličtina |
| Rok vydání: | 2019 |
| Předmět: |
lcsh:GE1-350
Operations research Higher education Computer science business.industry 05 social sciences Attendance Decision tree c4.5 algorithm Certification data mining Variable (computer science) C4.5 algorithm higher education performace Forward chaining 0502 economics and business Chaining decision tree 050211 marketing business forward chaining method 050203 business & management lcsh:Environmental sciences |
| Zdroj: | E3S Web of Conferences, Vol 125, p 21002 (2019) |
| ISSN: | 2267-1242 |
| Popis: | 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. |
| Databáze: | OpenAIRE |
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