Tingkat Kepuasan Mahasiswa Terhadap Pelayanan Akademik Diukur Dengan Data Mining C4.5 Menggunakan Metode Decision Tree Dan Naïve Bayes

Authors

  • Nilam Kurnia Sari Universitas Bina Sarana Informatika
  • Mardiana Rafa Alzena Universitas Bina Sarana Informatika
  • Fakhrudin Fakhrudin Universitas Bina Sarana Informatika

DOI:

https://doi.org/10.59581/jusiik-widyakarya.v1i4.1777

Keywords:

Implementation, Data Mining C4.5, Decision Tree, Naïve Bayes, Rapid Miner

Abstract

The goal of this data mining C4.5 implementation is to improve student performance in academic coursework in the computer science department at Teknik Fakultas and Pancasakti University in Tegal. Use a limited number of dimensions to assess the following: nyata, jaminan, keandalan, empatia, dan bukti nyata. It is difficult to determine which quality standard has to be raised because the aforementioned kelima aspek cannot be changed in an objective manner. Utilizing the algorithm C4.5 method, the authors consider reducing the sample size to the point where the keputusan is reduced. After manual perhitungan, pembuktian is also carried out using an application called RapidMiner.The analysis's conclusions show that the most important factor in determining the mahasiswa's tingkat kepuasan is the style of teaching.

References

D. N. Batubara and A. P. Windarto, “Analisa Klasifikasi Data Mining Pada Tingkat Kepuasan Pengunjung Taman Hewan Pematang Siantar Dengan Algoritma,” Komik (Konferensi Nas. Teknol. Inf. dan Komputer), vol. 3, no. 1, Dec. 2019, doi: 10.30865/komik.v3i1.1664.

Tree Sunjana. 2010. “Aplikasi Mining Data Mahasiswa Dengan Metode Klasifikasi Decision”. SNATI 2010, Halaman A24-A29, Yogyakarta.

Oktafianto, 2016, Analisis Kepuasan Mahasiswa Terhadap Pelayanan Akadmik Menggunakan Metode Algoritma C4.5, Jurnal TIM Darmajaya, vol 02, no.01 hal 1-11.

Budi Santoso, 2007, Data Mining Teknik Pemanfaatan Data Untuk Keperluan Bisnis, Graha Ilmu, Yogyakarta.

Tulus Ujianto, N., & Ramdhan, N. A. (2022). IMPLEMENTASI DATA MINING C4.5 DALAM MENGUKUR TINGKAT KEPUASAN MAHASISWA TERHADAP PELAYANAN AKADEMIK. Jurnal Ilmiah Intech : Information Technology Journal of UMUS, 4(01), 105–111.

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Published

2023-11-17

How to Cite

Nilam Kurnia Sari, Mardiana Rafa Alzena, & Fakhrudin Fakhrudin. (2023). Tingkat Kepuasan Mahasiswa Terhadap Pelayanan Akademik Diukur Dengan Data Mining C4.5 Menggunakan Metode Decision Tree Dan Naïve Bayes. Jurnal Sistem Informasi Dan Ilmu Komputer, 1(4), 124–131. https://doi.org/10.59581/jusiik-widyakarya.v1i4.1777

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