Maisharoh, Maisharoh (2025) Klasifikasi Kelayakan Penerima Keringanan Uang Kuliah Tunggal Mahasiswa Politeknik Negeri Bengkalis Menggunakan Algoritma Decision Tree C5.0. Other thesis, Politeknik Negeri Bengkalis.
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Abstract
The tuition reduction (UKT) assessment process at Politeknik Negeri Bengkalis is still performed manually, resulting in lengthy verification procedures and a high potential for human error. This study aims to develop a classification model for determining student eligibility for UKT reduction using the Decision Tree C5.0 algorithm and to implement it in a web-based application. The dataset includes attributes such as residence, family status, parents’ occupation, parents’ income, number of dependents, ownership of DTKS /KIP /KKS /PKH and ownership of SKTM. The research procedures involved data preprocessing, dataset splitting, model construction, and evaluation using a confusion matrix. The results indicate that the Decision Tree C5.0 model achieved an accuracy of 92%, demonstrating strong and reliable classification performance. The developed web system enhances the decision-making process by reducing subjectivity, improving efficiency, and supporting more accurate eligibility determination for UKT reduction.
| Item Type: | Thesis (Other) |
|---|---|
| Uncontrolled Keywords: | UKT reduction, classification, Decision Tree C5.0, data mining, web application |
| Subjects: | 000 – UMUM, ILMU KOMPUTER, DAN INFORMASI > 005 – Pemrograman, Perangkat Lunak > 005.3 Perangkat Lunak (Software) |
| Divisions: | Jurusan Teknik Informatika > Sarjana Terapan (D-IV) Rekayasa Perangkat Lunak > SKRIPSI |
| Depositing User: | D-IV Rekayasa Perangkat Lunak Kelas B |
| Date Deposited: | 22 Dec 2025 04:57 |
| Last Modified: | 22 Dec 2025 04:57 |
| URI: | https://eprints.polbeng.ac.id/id/eprint/3827 |
