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All Journal Jurnal Pendidikan dan Pengajaran Jurnal Pendidikan Indonesia Jurnal Pendidikan Dasar Nusantara Journal of Educational Science and Technology JIPM (Jurnal Ilmiah Pendidikan Matematika) Scholaria: Jurnal Pendidikan dan Kebudayaan TRIHAYU: Jurnal Pendidikan Ke-SD-an Satya Widya Jurnal Penelitian Pendidikan IPA (JPPIPA) DWIJA CENDEKIA: Jurnal Riset Pedagogik Syntax Literate: Jurnal Ilmiah Indonesia Pendas : Jurnah Ilmiah Pendidikan Dasar Jurnal Basicedu EDUKATIF : JURNAL ILMU PENDIDIKAN eL.Muhbib: Jurnal Pemikiran dan Penelitian Pendidikan Dasar Jurnal Pendidikan dan Konseling Jurnal Pengabdian Masyarakat Ilmu Keguruan dan Pendidikan (JPM-IKP) Jurnal Educatio FKIP UNMA JIIP (Jurnal Ilmiah Ilmu Pendidikan) Didaktik : Jurnal Ilmiah PGSD STKIP Subang Journal of Computer Science and Engineering (JCSE) Jurnal MathEducation Nusantara Jurnal Basicedu Jurnal Pendidikan Indonesia (Japendi) Innovative: Journal Of Social Science Research Euclid Jurnal Elementaria Edukasia Tunas: Jurnal Pendidikan Guru Sekolah Dasar
Adi Winanto
Universitas Kristen Satya Wacana
Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Education Engineering Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Physics Public Health Social Sciences Other

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Journal : journal of computer science and engineering jcse

 1 
Comparison of the Accuracy of Sentiment Analysis on the Twitter of the DKI Jakarta Provincial Government during the COVID-19 Vaccine Time Winanto, Adi; Budihartanti, Cahyani
Journal of Computer Science and Engineering (JCSE) Vol 3, No 1: February (2022)
Publisher : ICSE (Institute of Computer Sciences and Engineering)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36596/jcse.v3i1.249

Abstract

Currently, the Government is intensively utilizing social media, one of which is Twitter as a place of interaction with the community. The results of these interactions can be used as feedback to determine whether public opinion on public policies is positive or negative. Tweets from users can be a supporting parameter for the government in evaluating future policies and decision making by applying the sentiment analysis method. This study aims to determine positive or negative sentiments on user tweets against the official twitter account of the DKI Jakarta Provincial Government during the COVID19 vaccine period. The data obtained are 1658 lines from March 30 to April 5, 2021 with queries on tweets containing words or mentioning the username @dkijakarta, which will be grouped by sentiment class, namely negative and positive using the TF-IDF Vectorizer for word weighting and classification using several methods, namely, nave Bayes with accuracy values. 82.50% with class recall on positive sentiment 88% and negative 77% and in class precision showing positive at 79.28% and negative at 86.52% in the rapid miner application then k-NN with an accuracy value of 81.50% with class recall on positive sentiment 85% and negative 78% and class precision shows positive at 79.44% and negative at 83.87% in the rapid miner application. And the accuracy value of the best method in this training data classification comparison is nave Bayes, the results the end of testing the sample dataset using the nave Bayes method with 84.80% accuracy with class recall at 85.01% positive sentiment and 84.59% negative sentiment and at c lass precision shows positive at 85.21% and negative at 84.38% in rapid mining applications.
Co-Authors Agustin, Priti Anastasya Yolanti Andreas Paska Suryo Saputro Anis Wulansari Anna Ardiyani Musriyono Anna Ardiyani Musriyono Asti Nafsiah Atalya Agustin, Atalya Atik Tri Susilowati Ayu Wulandari Azizah Khomsatun Azizah, Nur Azizah Cahyani Budihartanti, Cahyani Damayanti, Sherly Putri Dani Darmawan Dani Kusuma Darma Makahube Dava Agil Pamungkas Dewi, Grace Anggraeni Dhea, Amelia Dila Putri Maharani Dwi Lucky Easter Valupi Putri Eka Wahyuni Emaculata, Natalia Inggit Felianti, Eunike Steni Feybiola Agustine Grace Anggraeni Dewi Hendrawati, Ririn Henny Dewi Koeswanti Hermiyanto Hermiyanto Indri Anugraheni Jose Hape Julianisa Julianisa Julianisa, Julianisa Juwita Kumala Sari Anne Kezia Supraba, Gones Kinanthi, Glori Kinda Makdalena Eliasar Koko Wijayanto Kristanti, Hana Septina Kristina Kuriniawan Kusuma, Dani Lista Filiana Sumpa Luth Prasandi Eko Wibowo Mawardi NABILA, SALMA Nafiah Nasocha, Afdul Nayoga Yuswantoro Nichen Irma Cintia Nugrahani, BrigitaBrigita Onny Arum Obaja Ratu Awae Panjalu, Jonathan Budi Priti Agustin Rachma, Dheta Meliana Rahayu Wahyuningsih Rahmawati, Arfida Dewi Saputro, Andreas Paska Suryo Sekar Sari Suryaningrum Sheptya Bunga Permatasari Sri Lestari Supusepa, Riski Aprilia Suryaningrum, Sekar Sari Susilowati, Atik Tri Syntyche Riyani Tri Nugroho Budi Santoso Tri Widyananti Vanistya Tifani, Agsneta Veronika Cinda Vini Vitria Suseno Wahyu Hari Kristiyanto WAHYUDI Wahyudi Wahyudi Wahyudi Wahyudi Wahyudi Widyananti, Tri Windy Oktavia Yayi Suryo Prabandari Yuliana Yuliana