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All Journal Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Jurnal Tekno Insentif Jurnal Informatika Global Techno Xplore : Jurnal Ilmu Komputer dan Teknologi Informasi Jurnal Teknik Informatika (JUTIF) Jurnal Dedikasi Seminar Nasional Pengabdian Kepada Masyarakat Paradigma INOVASI: Jurnal Hasil Pengabdian Masyarakat Internet of Things and Artificial Intelligence Journal Indonesian Journal of Fundamental Sciences Teknovokasi : Jurnal Pengabdian Masyarakat Vokatek : Jurnal Pengabdian Masyarakat Information Technology Education Journal International Journal of Environment, Engineering, and Education Journal of Embedded Systems, Security and Intelligent Systems Jurnal Kemitraan Responsif untuk Aksi Inovatif dan Pengabdian Masyarakat Jurnal Informatika Polinema (JIP) Journal of Deep Learning, Computer Vision and Digital Image Processing Jurnal Sipakatau Jurnal MediaTIK
Andi Akram Nur Risal
Universitas Negeri Makassar
Agriculture, Biological Sciences & Forestry Humanities Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Immunology & microbiology Library & Information Science Materials Science & Nanotechnology Mechanical Engineering Medicine & Pharmacology Physics Public Health Social Sciences Other

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Journal : Jurnal Teknik Informatika (JUTIF)

 1 
Performance Comparison of SVM in Sentiment Analysis of Israel-Palestine Comments Using Lsa and Word2vec Akbar, Muh. Arsan; Syam, Abd. Azis; Al Amanah, Muh. Nur Hidayat; Risal, Andi Akram Nur; Surianto, Dewi Fatmarani; Budiarti, Nur Azizah Eka; Wahid, Abdul
Jurnal Teknik Informatika (Jutif) Vol. 7 No. 1 (2026): JUTIF Volume 7, Number 1, February 2026
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2026.7.1.4601

Abstract

This study compares two feature extraction techniques, namely Latent Semantic Analysis (LSA) and Word2Vec, in the sentiment classification of comments related to the Israeli-Palestinian conflict using Support Vector Machine (SVM). The dataset consists of 1000 YouTube comments and 158 news paragraphs, categorized into pro and con Palestinian sentiments. The preprocessing process includes casefolding, special character and stopword removal, lemmatization, and tokenization. The results show that SVM with Word2Vec has better performance than SVM with LSA in the classification of positive and negative comments. SVM model with Word2Vec recorded a precision value of 92% and F1-Score of 93% on negative comments. Meanwhile, SVM with LSA recorded 90% precision and 92% F1-Score. On positive comments, SVM with Word2Vec recorded 92% recall and 93% F1-Score. While SVM with LSA recorded 89% recall and 91% F1-Score. Word2Vec's strength lies in its ability to capture word context and nuance more effectively, thanks to training using richer contextualized comment and news data. In conclusion, although both methods show good ability in sentiment classification, the use of Word2Vec provides more consistent and accurate results. This research contributes to the advancement of sentiment classification methods in the context of complex socio-political issues and can serve as a reference for applying machine learning to more accurate and contextual public opinion analysis.
Co-Authors A. Arfan Fauzi Abdul Wahid Adiba, Fhatiah Adibah, Fhatiah Akbar, Muh. Arsan Al Amanah, Muh. Nur Hidayat Al Imran Alfian Firlansyah Alifya NFH Alifya Nurilmi Fony Hasanuddin Amri, Muh. Aidil Andi Aisyah Nurfitri Andi Alamsyah Rivai Andi Alviadi Nur Risal Andi Baso Kaswar Andi Baso Kaswar Andi Sadri Agung Andi, Tenriola Anita Candra Dewi Ayu Hasnining Azis, Putri Alysia Bakri, Muh. Fajrin Baktiar, Nurul Isra Humaira Baso, Fadhlirrahman Desy Maryani Dewi Fatmarani Surianto Dirawan, Gufran Darma Edy, Marwan Ramdhany Fathahillah Fathahillah Fathahillah Fathahillah Fathahillah Fhatiah Adiba Fhatiah Adiba Fhatiah Adiba Fhatiah Adiba Firman, Risman Gufria Darma Irasanty Hartanto Tantriawan Irensi Seppa, Yusi Iwan Suhardi Kurnia Prima Putra M. Miftach Fakhri Mappangara, Surianto Muhammad Akbar Muhammad Akbar Amir Muhammad Fajar B Muhammad Nur Yusri Muhlis Tahir Muliadi Muliadi Mulyati Yantahing Mustaring Mustaring Muthmainnah, Aindri Rizky Nasrullah, Asmaul Husnah NFH, Alifya Ninik Rahayu Ashadi Nur Azizah Ayu Safanah NUR FADILLAH Nur Inayah Yusuf Nurfitri, Andi Aisyah Nurjannah Nurjannah Nurjannah Nurjannah Nurjannah Nurul Mukhlisah Abdal Pamput, Jessicha Putrianingsih Parenreng, Jumadi M. R., Mantasiah Ramadhan, Haekal Febriansyah Ridwan Daud Mahande Rivai, Andi Muhammad Rivai, Andi Tenri Ola RR. Ella Evrita Hestiandari S.Intam, Rezki Nurul Jariah Satria Gunawan Zain Sitti Faika Sitti Syarifah Wafiqah Wardah SUDIRMAN, MUH. Sulaiman, Dwi Rezky Anandari Surianto, Dewi Fatmawati Syahrul Syam, Abd. Azis Tahir, Muhlis Tahir, Renisa Amalia Trisakti Akbar Wahid, M Syahid Nur Wardani, Ayu Tri WULANDARI Zulhajji, Zulhajji