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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Sistemasi: Jurnal Sistem Informasi Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal Informatika Swabumi (Suara Wawasan Sukabumi) : Ilmu Komputer, Manajemen, dan Sosial Indonesian Journal on Software Engineering (IJSE) Perspektif : Jurnal Ekonomi dan Manajemen Universitas Bina Sarana Informatika Jurnal Teknik Komputer AMIK BSI Paradigma Jurnal Pilar Nusa Mandiri Jurnal Mitra Manajemen Jurnal Mantik Penusa JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Al-Khidmah JURNAL TEKNOLOGI DAN OPEN SOURCE Jurnal Manajemen Informatika Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming EVOLUSI : Jurnal Sains dan Manajemen Jurnal Mantik JPKMI (Jurnal Pengabdian Kepada Masyarakat Indonesia) Jurnal AbdiMas Nusa Mandiri Abditeknika - Jurnal Pengabdian Kepada Masyarakat Jurnal Abdimas Ekonomi dan Bisnis Jurnal Informatika Dan Tekonologi Komputer (JITEK) Jurnal Pengabdian Masyarakat Formosa (JPMF) Jurnal Ilmu Komputer dan Teknologi (IKOMTI) Jurnal Publikasi Ilmu Komputer dan Multimedia Abdi Teknoyasa Jurnal Publikasi Manajemen Informatika (JUPUMI) Jurnal Aruna Mengabdi (ARMI) Journal of Accounting Information System Jurnal Informatika Dan Tekonologi Komputer
Hilda Rachmi
Universitas Bina Sarana Informatika
Aerospace Engineering Arts Humanities Automotive Engineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Languange, Linguistic, Communication & Media Mathematics Mechanical Engineering Physics Public Health Social Sciences Other

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Journal : Jurnal Manajemen Informatika

 1 
Pembobotan TF-IDF Menggunakan Naïve Bayes pada Sentimen Masyarakat Mengenai Isu Kenaikan BIPIH Risa Wati; Siti Ernawati; Hilda Rachmi
Jurnal Manajemen Informatika JAMIKA Vol 13 No 1 (2023): Jurnal Manajemen Informatika (JAMIKA)
Publisher : Program Studi Manajemen Informatika, Fakultas Teknik dan Ilmu Komputer, Universitas Komputer Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34010/jamika.v13i1.9424

Abstract

The Ministry of Religious Affairs proposes to increase the cost of Hajj Travel (Bipih) in 1444 H/2023 M to Rp.69.19 million. There is a fairly high increase in costs compared to 2022. This raises sentiment in the community, there are public opinions for and against the issue of rising Bipih on social media twitter. The purpose of this study was to analyze the sentiment on the issue of increasing the cost of Hajj Travel and to prove whether Naive Bayes is a good classifier of text on the issue of incremental sentiment. Naive Baye is one of the best text classifier algorithms. Data taken from social media twitter. The Data are grouped into pro and Contra opinions and then processed using python programming language and jupyter as text editor. Data used as much as 850 data. The Data is divided into training data and testing data with a ratio of 80:20. With the number of training data of 679 data and the number of testing data of 170 data. Then implement Multinominal Naive Bayes algorithm (MNB) as text classifier and word weighting using TF-IDF. The test results obtained accuracy value of 89% and ROC value of 0.91. It is proven that Multinominal Naive Bayes algorithm (MNB) is a good classifier of text for sentiment analysis of opinion on the issue of increasing the cost of Hajj travel because it is included in the Excellent Classification.
Co-Authors A.A. Ketut Agung Cahyawan W Abdul Hamid Ahmad Al Kaafi Ahmad Fauzi Ahmad MAULANA Akrom, Akrom Amir Amir Arroyan Ilham Nafian Artika Surniandari Brilianto, Naufal Dini Nurlaela Fauzi Ahmad Muda Fransisco Fransisco Furi Indriyani Hani, Siti Haryani Helina Apriyani Hidayat, Nasrul Walid Ilham Ilham Imam Nawawi Imam Nawawi, Imam Kusmayanti Solecha Lila Dini Utami Lilyani Asri Utami, Lilyani Asri Lisda Widiastuti Muhamad Ikbal Septiana Muhammad Rizal Ahmad Naufal Brilianto Nurlaela, Siti Hani Nurtriani, Ririn Oky Irnawati Priyanti, Widi Intan Putie Maharani Putie Maharani Basa Rachmat Suryadithia Ria Septilinah Rietoni, Ahmad Temmy Risa Wati - AMIK BSI Tasikmalaya Risa Wati - AMIK BSI Tasikmalaya Rizaq Rifatulloh, Muhammad Sahrul Gunawan Silvy Nur Azizah Siti Ernawati Siti Hani Nurlaela Siti Nurwahyuni Siti Nurwahyuni Suparni Suparni Suparni Suparni Syarif Hidayatulloh Tanjung, Handra Putratama Wahyu Agung Nugroho Widi Intan Priyanti Yuwono, Roladina Tika