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All Journal Infotech: Journal of Technology Information DIGINTEL-AI : DIGital INnovation and inTELligence – AI
Ahmad Taufik
Sistem Informasi, Institut Sosial dan Teknologi (ISTEK) Widuri, Jakarta
Computer Science & IT

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Analisis Sentimen Terhadap Komentar Video IShowSpeed Tour Indonesia Pada YouTube Menggunakan Metode SVM Daffa Ihza Kurniawan; Irwansyah; Ahmad Taufik
DIGINTEL-AI : DIGital INnovation and inTELligence – AI Vol. 1 No. 1 (2025): October
Publisher : PT Ajira Karya Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.66217/digintel-ai.v1i1.5

Abstract

In September 2024, international influencer IShowSpeed's visit to Indonesia attracted public attention and triggered various reactions on social media, especially YouTube. The content in the form of tours and live broadcasts conducted by IShowSpeed generated various comments from users, ranging from positive, negative, to neutral sentiments. This study aims to analyze these sentiments using the Support Vector Machine (SVM) method with a linear kernel. A total of 43,778 comments were used in this study. The classification results showed an accuracy of 91.1%. For negative sentiment, precision 86%, recall 78%, and f1-score 82% were obtained. Neutral sentiment achieved 90% precision, 94% recall, and 92% f1-score. Meanwhile, positive sentiment obtained a precision, recall, and f1-score of 94% each. These findings show that the majority of user comments are positive, indicating that IShowSpeed and its content are well received by Indonesian audiences.
RANCANGAN DAN IMPLEMENTASI SISTEM INFORMASI PERPUSTAKAAN BERBASIS WEB Reny Reny; Ahmad Taufik
Infotech: Journal of Technology Information Vol 11, No 2 (2025): NOVEMBER
Publisher : ISTEK WIDURI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37365/jti.v11i2.566

Abstract

The development of information technology encourages educational institutions to adopt digital systems to improve service efficiency, including in library management. SMK Wiyata Satya Jakarta still uses a manual system for the process of borrowing and returning books, member data collection, searching collections, and preparing reports, which causes inefficiency and is prone to errors. The purpose of this study is to analyze and design a web-based library information system that can overcome these problems and improve service effectiveness. This study uses the System Development Life Cycle (SDLC) waterfall model, through the stages of planning, analysis, design, implementation, and testing. The resulting system has features such as member data management, book catalogs, automatic borrowing and returning processes, fine calculations, and structured report generation. The implementation results show that the system is able to speed up the service process and minimize recording errors. The conclusion of this study is that the web-based library information system can improve operational efficiency, data accuracy, and service quality at the SMK Wiyata Satya Jakarta library.
Co-Authors Daffa Ihza Kurniawan Irwansyah Reny Reny