Analysis Of c4.5 and ID3 Methods in Determining Student Graduation

From the performance measurement of the two algorithms that have been done based on the amount of data, it can be concluded that ID3 algorithm has better performance (precision, recall, and accuracy) than C4.5 algorithm. The performance measurement of the two algorithms based on the number of attrib...

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Bibliographic Details
Published inJournal of physics. Conference series Vol. 1255; no. 1; pp. 12025 - 12030
Main Authors Qowidho, Titin, Zarlis, M, Nababan, Erna Budhiarti, Agusnady, Alfian, Sembiring, Berti Sari
Format Journal Article
LanguageEnglish
Published Bristol IOP Publishing 01.08.2019
Subjects
Accuracy
Algorithms
Data mining
Performance evaluation
Performance measurement
Recall
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Summary:From the performance measurement of the two algorithms that have been done based on the amount of data, it can be concluded that ID3 algorithm has better performance (precision, recall, and accuracy) than C4.5 algorithm. The performance measurement of the two algorithms based on the number of attributes indicates that the ID3 algorithm has better performance (precision, recall, and accuracy) than the C4.5 algorithm. Overall, From the experiments that have been carried out it can be concluded that ID3 has a better performance than C4.5 algorithm. Performance measurement of a data mining algorithm can be done based on several criteria such as accuracy of prediction, speed / efficiency, reliability, scalability and interpretation. In this study the authors suggest using the ID3 algorithm method.
ISSN:1742-6588
1742-6596
DOI:10.1088/1742-6596/1255/1/012025