IMPLEMENTASI ALGORITMA J48 PADA PENGKLASIFIKASIAN PENGGUNAAN KECERDASAN BUATAN SEBAGAI MEDIA BANTU BELAJAR MAHASISWA

Agnes Irene Silitonga, Anjel Monika Lumban Toruan, Bon Jovi Marselino Panjaitan, Souza Al-Gibrani Nerva, Yoakim Simamora, Ferry Indra Sakti H. Sinaga

Abstract


Abstrak: Penelitian ini bertujuan untuk mengimplementasikan algoritma J48 guna mengklasifikasikan faktor-faktor yang terpengaruh oleh penggunaan media kecerdasan buatan dalam proses belajar mahasiswa. Metode yang digunakan adalah algoritma J48, di mana perhitungan entropi dan gain informasi dilakukan pada setiap atribut untuk menentukan faktor-faktor paling signifikan yang mempengaruhi keberhasilan akademik. Dalam penelitian ini, atribut yang digunakan meliputi Indeks Prestasi Kumulatif (IPK), jenis media kecerdasan buatan yang digunakan seperti tutor virtual atau alat bantu belajar berbasis kecerdasan buatan, frekuensi penggunaan media tersebut, dan label hasil yang diperoleh. Hasil dari penelitian menunjukkan bahwa integrasi kecerdasan buatan yang semakin pesat di lingkungan pendidikan memberikan dampak yang signifikan terhadap kinerja mahasiswa.

 

Kata Kunci: Algoritma J48, Data Mining, Pohon Keputusan, Media Kecerdasan Buatan

 

 

Abstract: This study aims to implement the J48 algorithm to classify factors affected by the use of artificial intelligence media in the student learning process. The method used is the J48 algorithm, where entropy and information gain calculations are performed on each attribute to determine the most significant factors affecting academic success. In this study, the attributes used include the Cumulative Grade Point Average (GPA), the type of artificial intelligence media used such as virtual tutors or artificial intelligence-based learning aids, the frequency of use of the media, and the labels of the results obtainedThe results of the study indicate that the increasingly rapid integration of artificial intelligence in the educational environment has a significant impact on student performance

 

Keywords: J48 Algorithm, Data Mining, Decision Tree, Artificial Intelligence Media

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References


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DOI: https://doi.org/10.24114/jtikp.v11i2.66798

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