PENERAPAN ALGORITMA C4.5 UNTUK PENGUKURAN TINGKAT KEPUASAN SISWA TEHADAP KINERJA GURU
Abstract
ABSTRACT
This research aims to determine the level of student satisfaction with teacher performance at MA Miftahussalam Demak by applying the C4.5 algorithm. By knowing the level of student satisfaction, the school can improve services in terms of teaching if they are not good and further improve services if the level of satisfaction is good. The method used in this research uses data mining techniques, classification methods with the C.45 algorithm, where the data source used is a questionnaire involving 3 sample classes, namely 1 class X, 1 class XI, and 1 class XII from the total number of MA students. Miftahussalam Demak. The attributes used as parameters for assessing student satisfaction include: mastery of the material, explanation of the material, time discipline, concern, and communication. The benefit of this research is to improve the quality of teacher performance and improve the quality of teacher teaching. Of the 118 data, 104 students could be classified as satisfied and 14 students as dissatisfied with the teacher's performance with an accuracy of 96.6%.
References
ARDIANSYAH, S. M. (2016). Penerapan Metode Decission Tree Algoritma C4.5 Untuk Memprediksi Hasil Belajar Mahasiswa Berdasarkan Riwayat Akademik. Jurnal Teknologi dan Sistem Informasi (JURTEKSI ROYAL). Vol 3 No. 1
DEFIYANTI, SOFI & MOHAMAD JAJULI. (2015). Integrasi Metode Klasifikasi Dan Clustering Dalam Data Mining.” Konferensi Nasional Informatika (KNIF), 39–44.
FADILLAH, W. R. et al. (2020). Implementasi Data Mining C4.5 Dalam Mengukur Tingkat Kepuasan Mahasiswa Terhadap Kinerja Asisten Laboratorium Komputer’, Prosiding Seminar Nasional Riset Dan Information Science (SENARIS), 2, pp. 403–414
GERARDO, B. G., SAIFULLAH, S. & IRAWAN, E. (2019). Teknik Data Mining Dalam Penilaian Pengajaran Guru Berdasarkan Indeks Kepuasan Siswa, KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer), 3(1), pp. 508–514. doi: 10.30865/komik.v3i1.1634..
IRNANDA. (2020). Penerapan Klasifikasi C4.5 Dalam Meningkatkan Kecakapan Berbahasa Inggris dalam Masyarakat. Seminar Nasional Teknologi Komputer & Sains (SAINTEKS), pp. 304–308..
PRIBADI, E, S., PONINGSIH. & TAMBUNAN, H. S (2020). Analisa Tingkat Kepuasan Masyarakat Terhadap Pelayanan Pengadilan Agama Pematangsiantar Menggunakan Algoritma C4.5. Brahmana : Jurnal Penerapan Kecerdasan Buatan, 2(1), pp. 33–40. doi: 10.30645/brahmana.v2i1.46.
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Keywords:
Classification, satisfaction, E-learning, C4.5
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2024-07-03
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Muhammad Basyier Ardima, Bilqis, S. C., & Idris, M. (2024). PENERAPAN ALGORITMA C4.5 UNTUK PENGUKURAN TINGKAT KEPUASAN SISWA TEHADAP KINERJA GURU. Jurnal Informatika Medis (J-INFORMED), 2(1), 33–37. https://doi.org/10.52060/im.v2i1.2324
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Articles
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