Sistemasi: Jurnal Sistem Informasi
Vol 14, No 2 (2025): Sistemasi: Jurnal Sistem Informasi

Implementation of the Long Short-Term Memory Algorithm in a Chatbot for Dengue Fever Information and Education Services

Budianto, Heru (Unknown)
Yusuf, Fahmi (Unknown)
Irawan, Dede (Unknown)
Sidik, Muhamad Akhirul (Unknown)
Nurhasanah, Aiena (Unknown)
Mauldya, Sabrina (Unknown)
Afifah, Silmi Nur (Unknown)



Article Info

Publish Date
04 Mar 2025

Abstract

Dengue fever is one of the most common infectious diseases in Indonesia. However, information regarding its prevention and treatment remains fragmented, with limited accessibility and availability. This study developed a chatbot integrating the Long Short-Term Memory (LSTM) algorithm to answer various questions about dengue fever, including its symptoms, prevention, and treatment. The dataset used consists of questions and answers related to dengue fever, sourced from both primary and secondary data. The data undergoes a series of preprocessing steps before being used for model development, training, and evaluation. The test results indicate that the developed model achieved an accuracy of 100% during validation with a loss function value of 0.0221. These findings demonstrate that the LSTM-based chatbot can provide accurate and relevant responses, making it an effective tool for educating the public in an interactive and efficient manner. This implementation is expected to offer an innovative solution for increasing public awareness of dengue fever prevention and management.

Copyrights © 2025






Journal Info

Abbrev

stmsi

Publisher

Subject

Computer Science & IT Electrical & Electronics Engineering

Description

Sistemasi adalah nama terbitan jurnal ilmiah dalam bidang ilmu sains komputer program studi Sistem Informasi Universitas Islam Indragiri, Tembilahan Riau. Jurnal Sistemasi Terbit 3x setahun yaitu bulan Januari, Mei dan September,Focus dan Scope Umum dari Sistemasi yaitu Bidang Sistem Informasi, ...