Penerapan Metode AIML untuk Mengklasifikasikan Data Set pada Chatbot

Rangga Sanjaya, Rama Wahyu Hermawan, Aldi Muhamad Nurahman, Riky Fauzan, dan Fitrah Muhammad Al-Afghani

STIMA

Journal URL

Metadata Publikasi

Kategori: Seminar Nasional Google Scholar
Jurnal/Sumber: STIMA
Penerbit: STIMA
ISSN: -
Tanggal Publikasi: 01 Oktober 2024
Volume / Issue: 8
DOI: -
URL Jurnal: https://prosiding.unma.ac.id/index.php/stima/article/view/1297

Penulis dan Afiliasi

Rangga Sanjaya Universitas ARS

Rama Wahyu Hermawan Universitas ARS - Corresponding author

Aldi Muhamad Nurahman Universitas ARS

Riky Fauzan Universitas ARS

Fitrah Muhammad Al-Afghani Universitas ARS

Abstrak

This study explores the application of the AIML Classifier method in classifying WhatsApp conversation texts among students to enhance communication efficiency within academic groups. Using an experimental approach, the research involved collecting conversation data from student WhatsApp groups, which was then processed and analyzed using AIML techniques. The classifier's performance was evaluated based on accuracy, precision, recall, and F1-score metrics. Results indicate that the AIML Classifier, particularly when implemented with the Random Forest model, effectively categorizes text conversations, demonstrating high reliability and consistency across different academic communication scenarios. This paper provides insights into the potential of AIML technologies to support academic services in higher education by optimizing digital interactions among students.

Kata Kunci

AIML Classifier Chatbot Academic

Citation

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APA

Sanjaya, R., Hermawan, R. W., Nurahman, A. M., Fauzan, R. & Al-Afghani, F. M. (2024). Penerapan Metode AIML untuk Mengklasifikasikan Data Set pada Chatbot. STIMA, 8.

Chicago

Rangga Sanjaya, Rama Wahyu Hermawan, Aldi Muhamad Nurahman, Riky Fauzan, and Fitrah Muhammad Al-Afghani. "Penerapan Metode AIML untuk Mengklasifikasikan Data Set pada Chatbot." STIMA 8 (2024).

Harvard

Sanjaya, R., Hermawan, R. W., Nurahman, A. M., Fauzan, R. and Al-Afghani, F. M. 2024, "Penerapan Metode AIML untuk Mengklasifikasikan Data Set pada Chatbot", STIMA, 8.