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All Journal Jurnal Curvanomic JOURNAL OF APPLIED INFORMATICS AND COMPUTING Pendas : Jurnah Ilmiah Pendidikan Dasar Journal of Epidemiology and Public Health Jurnal Meta-Yuridis Indonesia Jurnal Kebidanan JURNAL PUSAKA : Media Kajian dan Pemikiran Islam Ta'dib: Jurnal Pendidikan Islam BISEI: Jurnal Bisnis dan Ekonomi Islam Jurnal Ilmiah Kesehatan Ar-Rum Salatiga NURSING UPDATE JURNAL ILMIAH ILMU KEPERAWATAN Al Iman: Jurnal Keislaman dan Kemasyarakatan Indonesian Journal of Global Health research AT-Turost: Journal of Islamic Studies Jurnal Pengabdian Masyarakat dalam Kesehatan Jurnal Ilmu Keperawatan dan Kebidanan ISTIKHLAF: Jurnal Ekonomi, Perbankan & Manajemen Syariah MUSHAF: Jurnal Tafsir Berwawasan Keindonesiaan Jurnal Manajemen Pedagogy : Jurnal Pendidikan Matematika Jurnal Ilmu Komunikasi Dan Media El Madani: Jurnal Dakwah dan Komunikasi Islam Iqtisadie: Journal of Islamic Banking and Shariah Economy Agrotechbiz Prosiding University Research Colloquium MIMBAR INTEGRITAS Investama : Jurnal Ekonomi dan Bisnis Sains Medisina Journal on Research and Review of Educational Innovation Journal of Early Childhood Education Studies Velocity: Journal of Sharia Finance and Banking Journal of Research in Educational Management Sabangka Abdimas Jurnal Pengabdian Masyarakat Sabangka Jurnal Pengabdian Masyarakat dan Riset Pendidikan Jurnal Al-Ilmi Jurnal Pengabdian Masyarakat Indonesia (JPMI) Advances in Healthcare Research Indonesian Journal of Medical and Pharmaceutical Science Indonesian Journal of Chemical Science Proceeding Of International Conference On Education, Society And Humanity Journal of Industrial and Syariah Economics PESHUM Al Iman: Jurnal Keislaman dan Kemasyarakatan JURNAL PUSAKA: Media Kajian dan Pemikiran Islam Journal of Community Engagement in Economics Jurnal Ilmu Keperawatan dan Kebidanan Indonesia Jurnal Kebidanan
Ummi Kulsum
Universitas Muhammadiyah Kudus
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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Analisis Sentimen Aplikasi WETV di Google Play Store Menggunakan Algoritma Support Vector Machine Kulsum, Ummi; Jajuli, Mohamad; Sulistiyowati, Nina
Journal of Applied Informatics and Computing Vol. 6 No. 2 (2022): December 2022
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v6i2.4802

Abstract

WeTV is an online streaming application widely used by Indonesia's people as an entertainment medium while at home. This application has been downloaded more than 50 million times on the official Google Play Store website. The number of users who use it makes the reviews of this application abundant as well. Large numbers of reviews are very difficult to read manually, sentiment analysis is needed to classify reviews into positive and negative classes. This study uses a support vector machine algorithm with a linear kernel to classify review data from the WeTV application. KDD was used as a method to complete this research. In the analysis process to obtain information, 4 scenarios were carried out, with the division in the first scenario consisting of 60% training data and 40% test data, the second scenario consisting of 70% training data and 30% test data, the third scenario 80% training data and 20% test data, and the last scenario 90% training data and 10% test data. The highest test results of 85% were obtained from the second scenario with the distribution of training data of 70% and 30% of test data, the third with the distribution of training data of 80% and 20% of test data, and the fourth with the distribution of training data of 90% and test 10% data. The confusion matrix is used as an evaluation of the model that has been made, the results show an accuracy in the first scenario of 83%, with a precision value of 83%, recall 89%, and an f1-score of 86%. The accuracy in the second scenario is 85%, precision is 86%, recall is 89%, f1-score is 87%, accuracy in the third scenario is 85%, precision is 85%, recall is 90%, and f1-score is 88%. And the fourth scenario gets an accuracy of 85%, precision 86%, recall 90%, and f1-score 90%.
Co-Authors Abdur Rosyid Agus Prasetyo Kurniawan, Agus Prasetyo Agusti, Agusti Agustin, Reza Dwi Alifiani, Alifiani Amin, Madhar Aminullah, Reval Mhaulana Ana Zumrotun Nisak Andriani K, Diah Anifah, Siti Anis Solikhah Arum, Wahyuni Fajar Azizati Warda, Ulfa citra, Citra Dassucik, Dassucik Dewi, Anggit Yonika Diah Andriani Kusumastuti Diah Andriani Kusumastuti, Diah Andriani Dwi Astuti Dwi Astuti Dwi Pramita, Riska Ella Kusumastuti Endang S.D, Lusi fahrudin Fahrudin Fahrudin Fajriya, Siti Fania Nurul Khoirunnisa Fitri Yuliana, Fitri Fitriyah Ningsih Fitriyanti, Nur Gibran, Feriel Hadi, Ikhsan Hafidz Hambali Hambali Haris, Mustofa Hasanah, Ikromatul Hasanah, Ummul Hasbulla, Sahrul Hasbullah, Sahrul Heny Siswanti Imami, Agus Sulthoni INDAH PUSPITASARI Indah Puspitasari Indanah Irawati Indianingrum Irawati Indrianingrum Islami Islami Islami, I Isnaini, Alvin Jannah, Nafisah Mafazatul Jannah, Rohilatul Jazilurrahman, Jazilurrahman Kestiowati, Lia Khoiriyah, Lailia Navisatul Khoriyah, Rif'atul Kumala Afiyani Rizqi Kurniawati, Rizka Lailatul Fithtriyyah Latifatus Sofa M Hasinuddin M. Annisa Riski M. Shokhiful Fikri Marsiningsih, Septi Meilani, Sielfi Lutfia Meldawati Mia Rhianti, Ghefira Miftahus Surur, Miftahus Muhammad Abdur Rozaq Muhammad Alfan Muhlishotin, Muhlishotin Mun’im, Mun’im N Nasriyah Nabilatus Sa'adah, Rashika Nailul Izzah Nasriyah Nasriyah Nasriyah, N Nina Sulistiyowati Noor Hidayah Nor Asiyah Novianti, Nuraini Ike Nurul Sa’diyah Pradani, Rizki Febri Eka Pramita, Riska Dwi Priyatno, Sugeng Puspitasari, Nisa Herlina Puspitasari, Yesi Putri Pratiwi, Metalis Qoniah Nur Wijayani Qur’aniati, Nuzul Ramdhani, Sahrul Rasyidi, Ahmad Hafas Ratna Agustyasari Renaldi Renaldi Riza, Alex Fahrur Rochmawati, Siti Rofiqi, Lutfi Rohmah, Nur Nabilah Syahrur Rohman, Saiful Rozaq, Muhammad Abdur Rusmawati Rusmawati, Rusmawati Safira, Alma Santoso, Bobby Rachman Shafaunnida, Arzi Sihinda, Vita Nur Siti Aisyah Sofa, Latifatus Soliha, Soliha Sugiono Sugiono Sukesih Sukesih Sukesih, S Sundarwati, Desi Suud, Mochammad Tamimah, Tamimah Thayyib, Moh. Thayyib Triastuti Sulistyaningsih Tristanti, Ika Wawan, M. Shafwan Wigati, Atun Yuda Satria Nugraha Yulita Nur Farida Zainiyah, Zakkiyatus Zakiyah BZ Zein, Shofia Zuhroh, Mimik Umi