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Journal : Building of Informatics, Technology and Science

Klasifikasi Sentimen Masyarakat di Twitter terhadap Ganjar Pranowo dengan Metode Naïve Bayes Classifier Ritonga, Sinta Wahyuni; ., Yusra; Fikry, Muhammad; Cynthia, Eka Pandu
Building of Informatics, Technology and Science (BITS) Vol 5 No 1 (2023): June 2023
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v5i1.3535

Abstract

Indonesia is a country with a Democratic political system. The public is given freedom of speech, collaboration and public criticism. In the modern era, the use of social media is growing rapidly at the community level. One of the social media trends in Indonesia is Twitter which is used to convey aspirations to the government and as a means to convey daily activities, opinions, culture and get the latest information or news from Indonesia and abroad. Public opinion taken from Twitter can be positive, negative and neutral. The number of tweets on Twitter one of the trend topics in Indonesia is Ganjar Pranowo, can be used as a source of data in the assessment of sentiment classification which is processed to produce accuracy values. This study aims to classify public opinion on social media Twitter about Ganjar Pranowo using Naïve Bayes Classifier method. In the classification processing using a dataset of 4000 tweet data with two labeling classes, positive and negative to determine the efficiency of NBC performance combined with TF-IDF weighting, feature selection using supervised learning approach techniques. The results of the test on the classification of public sentiment research on Twitter about Ganjar Pranowo using NBC method using 10% of the test data from the dataset used to produce an accuracy value of 83.0%.
Co-Authors Adi Mustofa Afriyanti, Liza Ahyani Junia Karlina Alabbas Hussein Saeed Alwis Nazir Anggi Pranata Anwar Alfaruqi Sipayung Aprijon Ardiansyah Saputra Arifandy, M. Imam Baehaqi Batubara, Supina Budianita , Elvia Dicky Abimanyu Dina Septiawati Edi Ismanto Effendi, Noverta Eka, Muhammad Elin Haerani Elvia Budianita Fadhilah Syafria Febi Yanto Fikri, Mhd Ikhsanul Fitra Kurnia Fitri Insani Fitri Wulandari Fitriani Muttakin Fitriani Muttakin Gultom, Imeldawaty Gusti, Siska Kurnia Hammam Zaki Hanafiah, Anggi Harahap, Ramadhan Hasdi Radiles Iis Afrianty Inggih Permana Intan Eria Elfi Iwan Iskandar Iwan Iskandar Jannata, Nanda Januar Al Amien Jasril Jasril Jeki Dwi Arisandi Khairuniza, Nabila Lestari Handayani M Imam Arifandy M. Afdal M. Afdal M. Afif Rizky A. M. Imam Arifandy Mardiah Maripati, Maripati mohamad samuri, suzani Muhammad Affandes Muhammad Amin Muhammad Fikry Muhammad Hasanuddin, Muhammad Muhammad Irsyad Muhammad Khairy Dzaky Muhammad Ridha MUHAMMAD YUSUF Muhammad Zen, Muhammad Mulyati, Sabar Mushlihul Afif Nazaruddin Nazaruddin Nazir, Alwis Nazruddin Safaat Nazruddin Safaat H Novi Yanti Novi Yanti nursalisah, febi Octadino Hariyadi Okfalisa Okfalisa Oktaria, Wina Pizaini Pizaini Putra, Randi Rian Rahmad Al Rian Rahmat Al Hafiz Rahmawati Raihan Mahdy Reski Mai Candra Ritonga, Sinta Wahyuni Rizki, Cindy Atika Roni Setyawan Rusmin Saragih, Rusmin Saeed, Alabbas Hussein Sarbaini Sarbaini Sinaga, Ayu Puspita Sari Siti Ramadhani Sugandi, Hatami Karsa Sulistia Ningsih, Sulistia Surya Agustian Suwanto Sanjaya Syafitri, Nesi Syaifullah Syaifullah Yelfi Yelfi Yelvi Fitriani Yelvi Fitriani Yelvi Vitriani Yenggi Putra Dinata Yudhi Arta, Yudhi Yusra Yusra . Yusra Yusra Yusra Yusra Yusra, Yusra Zulham Zulham