Analisis dan Penerapan Algoritma C4.5 Untuk Memprediksi Kualitas Penelitian dan Publikasi Ilmiah
DOI:
https://doi.org/10.30865/mib.v6i4.4463Keywords:
Research Quality, C4.5 Algorithm, RapidMiner.Abstract
Research is an obligation for every lecturer in Indonesia. In the midst of increasing publications in Indonesia, however, there is a problem, namely the quality of Indonesian publications which is still low when compared to those countries in Southeast Asia. In this case the C4.5 algorithm is a method that can help predict problems that have been carried out by research on the quality of research and scientific publications. This research was conducted in order to assist the study program to assess the quality of research and scientific publications. From this research, it can be said that by using the C4.5 algorithm, the quality of research and scientific publications can be predicted with a fairly high accuracy, the results of measuring the accuracy of the data obtained from data training with Confusion Matrix with dataTraining testing 81.65%.References
joglo abang, “UU 12 tahun 2012 tentang Pendidikan Tinggi,†2019. https://www.jogloabang.com/pustaka/uu-12-2012-pendidikan-tinggi (accessed Apr. 20, 2022).
A. Firmansyah, R. A. Qadri, and A. Arham, “Pelatihan melalui Web Seminar tentang Kiat dan Motivasi Penulisan Artikel Hasil Penelitian pada Jurnal Ilmiah,†Interv. Komunitas, vol. 2, no. 1, pp. 22–27, 2020, doi: 10.32546/ik.v2i1.763.
مریم اقا امیری and Direktur Jenderal Penguatan Riset dan Pengembangan, Bahan Sosialisai: Kebijakan Pendataan, Pengukuran dan Dampak Riset di Indonesia, vol. 1, no. 4. 2019.
M. RIDHO, “Analisis tren penelitian dalam bidang pendidikan/pembelajaran biologi di indonesia,†2018, [Online]. Available: https://repo.iainbatusangkar.ac.id/xmlui/handle/123456789/12832
E. Elisa, “Analisa dan Penerapan Algoritma C4.5 Dalam Data Mining Untuk Mengidentifikasi Faktor-Faktor Penyebab Kecelakaan Kerja Kontruksi PT.Arupadhatu Adisesanti,†J. Online Inform., vol. 2, no. 1, p. 36, 2017, doi: 10.15575/join.v2i1.71.
T. H. E. Sakarya and J. Of, “No 主観的å¥åº·æ„Ÿã‚’ä¸å¿ƒã¨ã—ãŸåœ¨å®…高齢者ã«ãŠã‘ã‚‹ å¥åº·é–¢é€£æŒ‡æ¨™ã«é–¢ã™ã‚‹å…±åˆ†æ•£æ§‹é€ 分æžTitle,†vol. 7, no. 2, pp. 44–68, 2018.
D. Ardiansyah and W. Walim, “Algoritma c4.5 untuk klasifikasi calon peserta lomba cerdas cermat siswa smp dengan menggunakan aplikasi rapid miner,†J. Inkofar, vol. 1, no. 2, pp. 5–12, 2018.
E. Etriyanti, D. Syamsuar, and N. Kunang, “Implementasi Data Mining Menggunakan Algoritme Naive Bayes Classifier dan C4.5 untuk Memprediksi Kelulusan Mahasiswa,†Telematika, vol. 13, no. 1, pp. 56–67, 2020, doi: 10.35671/telematika.v13i1.881.
A. Novia, Z. Hidayah, and A. F. Rozi, “Penerapan Data Mining Dalam Menentukan Kinerja Karyawan Terbaik Dengan Menggunakan Metode Algoritma C4 . 5 ( Studi Kasus : Universitas Mercu Buana Yogyakarta ) Application of Data Mining in Determining The Oerformance of The Best Employees Using C4 . 5 Al,†vol. 5, 2018.
T. Informatika, F. Sains, D. A. N. Teknologi, and U. B. Dharma, “Ryanwar_Skripsi_20191,†2020.
M. Maulidah, Windu Gata, Rizki Aulianita, and Cucu Ika Agustyaningrum, “Algoritma Klasifikasi Decision Tree Untuk Rekomendasi Buku Berdasarkan Kategori Buku,†E-Bisnis J. Ilm. Ekon. dan Bisnis, vol. 13, no. 2, pp. 89–96, 2020, doi: 10.51903/e-bisnis.v13i2.251.
W. Julianto, R. Yunitarini, and M. K. Sophan, “Algoritma C4.5 Untuk Penilaian Kinerja Karyawan,†Scan, vol. Vo. IX, no. No. 2, pp. 33–39, 2014.
V. R. Prasetyo, H. Lazuardi, A. A. Mulyono, and C. Lauw, “Penerapan Aplikasi RapidMiner Untuk Prediksi Nilai Tukar Rupiah Terhadap US Dollar Dengan Metode Linear Regression,†J. Nas. Teknol. dan Sist. Inf., vol. 7, no. 1, pp. 8–17, 2021, doi: 10.25077/teknosi.v7i1.2021.8-17.
D. P. Indini, S. R. Siburian, Nurhasanah, and D. P. Utomo, “Implementasi Algoritma DBSCAN untuk Clustering Seleksi Penentuan Mahasiswa yang Berhak Menerima Beasiswa Yayasan,†in Prosiding Seminar Nasional Sosial, Humaniora, dan Teknologi, 2022, pp. 325–331.
D. P. Utomo and S. Aripin, “Penerapan Algoritma C5. 0 Untuk Mengetahui Pola Kepuasan Mahasiswa di Masa Pembelajaran Daring,†in Prosiding Seminar Nasional Riset Information Science (SENARIS), 2021, pp. 7–12.
F. Telaumbanua, J. M. Purba, and D. P. Utomo, “Analysis of Online Learning Understanding Patterns at Budi Darma University Using the C5. 0 Algorithm,†IJICS (International J. Informatics Comput. Sci., vol. 5, no. 2, 2021.
D. P. Utomo, P. Sirait, and R. Yunis, “Reduksi Atribut Pada Dataset Penyakit Jantung dan Klasifikasi Menggunakan Algoritma C5. 0,†J. Media Inform. Budidarma, vol. 4, no. 4, pp. 994–1006, 2020.
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