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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Informatika dan Teknik Elektro Terapan JOIV : International Journal on Informatics Visualization Jurnal TIKOMSIN (Teknologi Informasi dan Komunikasi Sinar Nusantara) Jurnal Teknik Informatika (JUTIF) BIOS : Jurnal Teknologi Informasi dan Rekayasa Komputer Malcom: Indonesian Journal of Machine Learning and Computer Science Adopsi Teknologi dan Sistem Informasi Journal of Student Research Exploration Pengabdian Kepada Masyarakat Bidang Teknologi dan Sistem Informasi Kreatif Teknologi dan SIstem Informasi Jurnal Ilmiah Sistem Informasi Jurnal Computer and Technology
Masa, Amin Padmo Azam
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Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Engineering

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Journal : Journal of Student Research Exploration

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Sentiment analysis of youtube comments on the palestine-israel conflict: Performance comparison of SVM, KNN, and RFC Lintang, Irendra; Jumanto, Jumanto; Masa, Amin Padmo Azam
Journal of Student Research Exploration Vol. 3 No. 1 (2025): January 2025
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/josre.v3i1.426

Abstract

The Palestine-Israel conflict, rooted in territorial and religious identity disputes in the Middle East, notably over the sanctity of Jerusalem, is impacted by various political, economic, and social factors. This study employs text-mining techniques to analyze the sentiment of YouTube comments concerning the conflict. Utilizing data collected via the YouTube API, the study preprocesses, analyzes sentiment, and classifies comments using three machine learning algorithms: K-Nearest Neighbors (K-NN), Random Forest Classifier (RFC), and Support Vector Machine (SVM). The categorization report measures are utilized to compare how well the models performed in classifying estimation as positive or negative. Outflanking all other classifiers, the Irregular Woodland Classifier (RFC) accomplishes 78curacy with accuracy rates of 0.76 for positive and 0.79 for negative assumptions. With a precision rate of 77%, SVM illustrates an inclination in favor of negative sentiments, though K-NN, with an exactness rate of 60%, shows an imbalance favoring negative over positive estimations.
Co-Authors Adiningrum , Maheswari Al Hidayat, Muhammad Restu Al-Azhimah, Nur Inayah Alhabsy, Said Nabil Hasan Alifia, Shafa Nur Aljidannur, Andi Muhammad Rivaldy Alviana, Kurnia Amal , Fakhmul Amin, Dhestyara Alivia Andika, Arya Bhima Anindita Septiarini, Anindita Antara, Alecia Maharani Ektya Aprilia, Trisna Ari Pradhana, Alvin Arviani, Syilla Astuti, Dea Cahyaningrum Indra Astuti, Eka Desi Puji Bayu Setiawan Dengen , Helen Amalia Edy Winarno Enjellita , Rissa Fachreiza, Muhammad Fadillah, M. Rezieq Fahlevy, Muhammad Novil Fahriza, Ridho Fajri, Muhamad Mushfa Hikmatal Falah, Muhammad Akmal Fathurendra, Argya Faza, Muhammad Reyno Fitri , Anisa Ginting, Stephanie Elfriede Hadianto , Mohammed Noeno Hairah, Ummul Hairunnisa, Namira Aida Hamdani Hamdani Harsyal Kila, Hiskya Ibrahim, Muhammad Rivani Indra Maulana, Indra Irsyad, Akhmad IRWANSYAH Islamiyah Islamiyah Islamiyah, Islamiyah Jumanto Jumanto, Jumanto Jundiliah, Muhammad Labib Jundillah , Muhammad Labib Jundillah, Muhammad Labib Kamila, Vina Zahrotun Karinda , Siti Solikah Yosi Lawi, Bella Theressa Lintang, Irendra Madani, Mohammad Ichsan Mulia, Amalia Budiana Nasrullah, Ryanda Putra Nurwahyu, Ferryza Padoran , Jenita Nice Pasangkin, Jharmiyanto Kurnia Pasorong, Hillary Bella Pinadekso, Achmadin Suryo Prafanto, Anton Pramudita, Nindya Prasetyo, Muhammad Eko Pratama , Rifki Pratama, Rifki Pratidina, Ummi Pratini, Hesti Purwanti, Hani Puspitasari, Novianti Putut Pamilih Widagdo, Putut Pamilih Rabbani, Zaki Fauzan Ramadhan , Riendra Zanneti Ramadhana Ramadhani, Alya Rizqi Ramadiani Rapiq, Rayhan Abdilah Ridho , Abdillah Nur Ridho, Abdillah Nur Riswanti, Nita Rizky Chandra, Rizky Sagita, Andi Yolanda Saputra , Fadil Saputra, Fachi Aditia Saputra, Muhammad Fawaz Saragi , Bertha Joy Rodo Sari, Syafrina Aulia Setyadi, Hario Jati Sidabutar, Erni Veronica Tejawati, Andi Tobing, Christina Febriyanti Ulhaq, Dhiya Verdila, Vebi Wanda, Awang Muhammad Trielevy Widagdo , Putut Pamilih Yunus, Ahmad Zahra , Aji Arinda