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All Journal Al-Hikmah Media Dakwah, Komunikasi, Sosial dan Kebudayaan Internet of Things and Artificial Intelligence Journal
Arkam, Andi Iksan
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Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media

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Content Blocking Method To Reduce False Positives Based On Machine Learning Arkam, Andi Iksan; Yahya, Muhammad; Wahid, Abdul
Internet of Things and Artificial Intelligence Journal Vol. 5 No. 2 (2025): Volume 5 Issue 2, 2025 [May]
Publisher : Association for Scientific Computing, Electronics, and Engineering (ASCEE)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31763/iota.v5i2.935

Abstract

This study presents an experimental approach to enhance content-blocking systems by integrating machine learning with domain classification and Pi-hole DNS server technology. While traditional blocking mechanisms often result in false positives—legitimate domains mistakenly blocked—this research aims to mitigate such issues. By implementing various testing scenarios, including TF-IDF and N-gram feature extraction with and without preprocessing, the study evaluates the classification performance using the Naive Bayes algorithm. The results reveal the highest accuracy of 84% achieved with the N-gram method without preprocessing. This integrated approach shows promise in improving the precision of ad and website blocking mechanisms.
Makna Simbolik Rumah Adat: Analisis Semiotika pada Komunitas Towani Tolotang Aska, Aulya Milatul; Miftahudin, Istih Ainun Sa'adah; Arkam, Andi Iksan; Fauzan, Fakhri
Al-Hikmah Media Dakwah, Komunikasi, Sosial dan Kebudayaan Vol 16 No 1 (2025): Al-Hikmah Media Dakwah, Komunikasi, Sosial dan Kebudayaan
Publisher : DEPARTEMENT OF COMMUNICATION AND ISLAMIC BROADCASTING STUDIES

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32505/hikmah.v16i1.10336

Abstract

This study is motivated by the limited in-depth research on the symbolic meanings embedded in the architecture of the Towani Tolotang traditional house. Therefore, this research aims to reveal the meanings contained in the architectural elements and ornaments of the traditional house. The study employs Charles Sanders Peirce’s semiotic theory as the analytical framework, using a qualitative research method with an ethnographic approach. Informants were selected through purposive sampling and consisted of three individuals knowledgeable about Towani Tolotang traditions. Data were collected through interviews, observation, and documentation. The findings show that the Towani Tolotang traditional house, particularly the homes of traditional leaders (Uwa’), contains strong symbolic meanings in each of its architectural features. The three-tiered stilt-house structure represents Bugis mythological concepts; the round or twelve-sided pillars symbolize the steadfastness of Tolotang ideology; the bamboo flooring ensures smooth air circulation; the odd number of steps is believed to bring good fortune to the homeowner; the tamping reflects respect toward the Uwa’ as traditional leaders; the white color signifies purity; the use of wood for doors and windows embodies respect for nature; and the carvings symbolize hopes for a prosperous life. These findings imply that the Towani Tolotang traditional house functions not only as a physical dwelling but also as a medium for preserving the spiritual, cultural, and philosophical values of the Tolotang community, highlighting the importance of safeguarding and introducing it as part of local cultural heritage preservation efforts.
Co-Authors Abdul Wahid Aska, Aulya Milatul Fauzan, Fakhri Miftahudin, Istih Ainun Sa'adah Muhammad Yahya