MENGANALISIS KEMUNGKINAN KETERLAMBATAN PEMBAYARAN SPP DENGAN ALGORITMA C4.5 (STUDI KASUS POLITEKNIK TEDC BANDUNG)

  • Tri Herdiawan Apandi Sistem Informasi, Politeknik Negeri Subang
  • Roby Bayu Maulana Teknik Informatika, Politeknik TEDC Bandung
  • Rian Piarna Sistem Informasi, Politeknik Negeri Subang
  • Dwi Vernanda Sistem Informasi, Politeknik Negeri Subang
Keywords: Data Mining, Decision Tree (C4.5), SPP

Abstract

Payment of tuition as one of the sources of funds, plays an important role in the sustainability of the operations of higher education. The problem that arises is that students are not often late to make payments in a timely manner. One of the factors causing the many cases of late payment of tuition fees due to lack of policy and decisive action on the part of the campus when students are late in making payments, besides the factors of parents and students also have an influence on the delay. The purpose of this study is to classify students who are late and timely in making SPP payments using the C4.5 algorithm. From the total sample used then divided into 4 partitions, partition 1 for 90% training data and 10% testing data, partition 2 for 80% training data and 20% testing data, and partition 3 for 70% training data and 30% testing data , and partition 4 for 60% training data and 40% testing data. The classification results of the C4.5 algorithm are evaluated and validated with cross validation and confusion matrix to determine the accuracy of the C4.5 algorithm in predicting late SPP payments. Based on the comparison of the results of evaluations and validations conducted, it shows that data partition 2 has a better level of accuracy than the other partitions, which is 75%.

Keywords: Data Mining, Decision Tree (C4.5), SPP.

Author Biography

Dwi Vernanda, Sistem Informasi, Politeknik Negeri Subang

Contributor's

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Published
2019-09-05
How to Cite
Apandi, T., Maulana, R., Piarna, R., & Vernanda, D. (2019). MENGANALISIS KEMUNGKINAN KETERLAMBATAN PEMBAYARAN SPP DENGAN ALGORITMA C4.5 (STUDI KASUS POLITEKNIK TEDC BANDUNG). Jurnal Techno Nusa Mandiri, 16(2), 93-98. https://doi.org/10.33480/techno.v16i2.659
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