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All Journal Jurnal Simetris Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) OPSI Scientific Journal of Informatics Seminar Nasional Informatika (SEMNASIF) Annual Research Seminar InfoTekJar : Jurnal Nasional Informatika dan Teknologi Jaringan Syntax Literate: Jurnal Ilmiah Indonesia Jurnal Ilmiah Matrik Prosiding Seminar Nasional Sains dan Teknologi Terapan Jurnal Manajemen Informatika dan Sistem Informasi Journal of Information Systems and Informatics Teknomatika (Jurnal Teknologi dan Informatika) Journal of Information Technology Ampera Journal of Computer and Information Systems Ampera Journal of Software Engineering Ampera Jurnal Pengembangan Sistem Informasi dan Informatika Jurnal Ilmiah Sistem Informasi dan Teknik Informatika (JISTI) Jurnal Bina Komputer International Journal of Scientific and Professional Jurnal Maklumatika Jurnal Informatika: Jurnal Pengembangan IT E-Amal: Jurnal Pengabdian Kepada Masyarakat Indonesia Bergerak: Jurnal Hasil Kegiatan Pengabdian Masyarakat International Journal of Artificial Intelligence and Science
Ari Muzakir
Universitas Bina Darma
Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Enhanced Detection of Indonesian Online Gambling Advertisements Using Multimodal Ensemble Deep Learning Alfiansyah, M Ihksan; Muzakir, Ari
International Journal of Artificial Intelligence and Science Vol. 2 No. 2 (2025): September
Publisher : Asosiasi Doktor Sistem Informasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63158/IJAIS.v2i2.49

Abstract

The rapid growth of online gambling promotion on Indonesian social media creates significant challenges for automated moderation systems, particularly because the content often appears in multimodal forms, uses slang expressions, and disguises promotional intent. The purpose of this study is to improve the accuracy and robustness of gambling advertisement detection by proposing a multimodal ensemble deep learning framework that integrates information from text, images, and audio. The method combines three independent feature streams, namely native text, OCR-extracted text from images, and ASR-generated speech transcripts. These inputs are processed using three classifiers, namely CNN, BiLSTM, and IndoBERT, which are then fused using a weighted soft-voting ensemble strategy. A dataset consisting of 12,000 multimodal samples collected from Facebook, Instagram, TikTok, and YouTube was used for evaluation. The results show that the ensemble model achieves an accuracy of 95.42 percent, outperforming each individual classifier, with substantial improvements in handling noisy OCR and ASR outputs as well as implicit gambling slang. Compared with single-model baselines, the proposed approach reduces false positives by 18.6 percent and false negatives by 22.3 percent. The novelty of this study lies in the integration of multimodal feature streams with an optimized ensemble mechanism, enabling more reliable detection of concealed gambling promotional patterns. The findings provide a strong foundation for future research on adaptive moderation systems and real-time harmful content detection in Indonesian social media.
Co-Authors Adha, Laili Adhie Tri Wahyudi Ahmad Syazili Alfian Egi Erlangga Alfiansyah, M Ihksan Andri Wijaya Anisa Putri Ch Desi Kusmindari Christofora Desi Kusmindari Dilla Apriliani Edi Supratman Edo Irawan Eksen Hidiansah Febriyanti Panjaitan Febriyanti Panjaitan Hadi Syaputra Hamim Tezar Rizandi Hutrianto Hutrianto Idrus Salim Ifran Wahyudi Kusmindari, Christofora Desi Ledy Armyoktora Mailan Habibi, Mailan Maria Ulfa Meigi Rahman Moh Hafiz Trisaputra Muhammad Ridho Kurniawan Muhammad Ridwan Nyimas Sopiah Poppy Indriani R.M Nasrul Halim Rahman, Meigi Rendy Jemi Sahputra Reni Laili Rika Anisa Wulandari, Rika Anisa SANTOSO SANTOSO Syaputra, Hadi Uci Suriani Usman Ependi Winda Wulandari Yesi Novaria Kunang Yuli Dwi Astanti Yunike, Yunike