KOMPUTA : Jurnal Ilmiah Komputer dan Informatika
Vol 14 No 2 (2025): Komputa : Jurnal Ilmiah Komputer dan Informatika

Implementasi BERT dan SNA dalam Sistem Tanya Jawab untuk Survei Demam Berdarah Dengue

Nadifah, Rofiatun (Unknown)
Syaifullah, Rindra (Unknown)
Almaasah Zatri, Nasywaa (Unknown)
Putri Permata, Regita (Unknown)



Article Info

Publish Date
04 Nov 2025

Abstract

As a global public health challenge, Dengue Hemorrhagic Fever (DHF) necessitates an analysis of public understanding and perception. For controlling the spread of DHF, survey data is instrumental in uncovering these perceptions. This study was conducted to perform an in-depth analysis of the public's understanding of DHF by analyzing textual responses from surveys. The analyzed data consists of answers from 33 respondents to five key questions concerning the definition, symptoms, causes, transmission, and prevention of DHF. The methods used were semantic similarity analysis with a pre-trained BERT model, cosine similarity calculation, and Social Network Analysis (SNA) to identify key respondents as opinion leaders and to map the patterns of understanding dissemination. In this model, a highly consistent level of understanding was obtained, with an F1-Score for the "Very Similar" category reaching 0.94 and a highest cosine similarity value of 0.995.

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Journal Info

Abbrev

komputa

Publisher

Subject

Computer Science & IT

Description

Jurnal Ilmiah KOMPUTA (Komputer dan Informatika), adalah wadah informasi berupa hasil penelitian, studi kepustakaan, gagasan, aplikasi teori dan kajian analisis kritis di bidang kelimuan Komputer dan Informatika. Terbit dua kali dalam setahun pada bulan Maret dan ...