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All Journal Techno.Com: Jurnal Teknologi Informasi Teika Syntax Jurnal Informatika Jurnal Teknologi Informasi dan Ilmu Komputer Scientific Journal of Informatics Infotech Journal Journal of Information System Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta INTENSIF: Jurnal Ilmiah Penelitian dan Penerapan Teknologi Sistem Informasi Information System for Educators and Professionals : Journal of Information System Information Management For Educators And Professionals (IMBI) Jurnal Ilmiah Matrik SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Journal Information System Development METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi ILKOM Jurnal Ilmiah INTECOMS: Journal of Information Technology and Computer Science JurTI (JURNAL TEKNOLOGI INFORMASI) Explore IT : Jurnal Keilmuan dan Aplikasi Teknik Informatika J-SAKTI (Jurnal Sains Komputer dan Informatika) Jurnal Kreativitas PKM Jurdimas (Jurnal Pengabdian Kepada Masyarakat) Royal KOMPUTIKA - Jurnal Sistem Komputer Jurnal Riset Informatika Informatika : Jurnal Informatika, Manajemen dan Komputer Jurnal Teknologi Terpadu STRING (Satuan Tulisan Riset dan Inovasi Teknologi) JOISIE (Journal Of Information Systems And Informatics Engineering) Journal of Information System, Applied, Management, Accounting and Research Jurnal Tekno Kompak Progresif: Jurnal Ilmiah Komputer Jurnal Pendidikan dan Konseling Jurnal Informatika dan Rekayasa Elektronik Systematics Jurnal Sistem informasi dan informatika (SIMIKA) Buana Information Technology and Computer Sciences (BIT and CS) Generation Journal JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Teknika Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang Journal Sensi: Strategic of Education in Information System Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Jurnal Ilmiah Wahana Pendidikan Insyst : Journal of Intelligent System and Computation Jurnal Teknologi Sistem Informasi dan Sistem Komputer TGD J-SAKTI (Jurnal Sains Komputer dan Informatika) JUSTIN (Jurnal Sistem dan Teknologi Informasi) Jurnal Teknologi Sistem Informasi INFORMATION SYSTEM FOR EDUCATORS AND PROFESSIONALS : Journal of Information System Innovative: Journal Of Social Science Research
Apriade Voutama
Universitas Singaperbangsa Karawang
Religion Agriculture, Biological Sciences & Forestry Humanities 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 Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : METHOMIKA: Jurnal Manajemen Informatika

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KLASIFIKASI EMOSI PUBLIK TERHADAP LARANGAN PENGGUNAAN OBAT SIRUP MENGGUNAKAN ALGORITMA NAIVE BAYES Adella Putri Riani; Nina Sulistyowati; Taufik Ridwan; Apriade Voutama
METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Vol. 7 No. 2 (2023): METHOMIKA: Jurnal Manajemen Informatika & Komputersisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/jmika.Vol7No2.pp325-339

Abstract

In October 2022 BPOM withdrew the circulation of syrup drugs and banned the public from using syrup drugs due to the increasing cases of kidney failure in children with a mortality rate of up to 59%. The phenomenon of mass death has caused psychological trauma that threatens. The purpose of this study was to find out how public comments on Twitter and Instagram social media regarding the prohibition of using syrup drugs by classifying emotions using the Naive Bayes algorithm with Particle Swarm Optimization (PSO) feature selection. The methodology used is the AI Project Cycle which consists of problem scoping, data acquisition, data exploration, modeling and evaluation. The amount of data in this study was 1213 comments with 381 surprised comments, 318 angry comments, 277 sad comments, 137 scared comments, and 100 happy comments. Happy and afraid comments have fewer comments than other emotions, so the imbalance dataset will be handled using SMOTE. The results of this study are to compare the classification results of the application of PSO and SMOTE to the Naive Bayes algorithm to determine the best model. Based on the classification results, the Naive Bayes, PSO, and SMOTE models produced the highest accuracy values of 76.48%, with a recall value of 76.47%, a precision of 76.20%, and a fmeasure of 75.62%.
Co-Authors Abdussalam Amrullah Achmad Rizaldi Ade Purwanto ade, Nofri Adella Putri Riani Adella Putri Riani Adhi Rizal Aditiya Yoga Pratama Agnia Virli Rosdianty Agung Susilo Yuda Irawan Ahmad Ray Septa Firdaus Ahmad Ridhoi Fajri Ahzka Nabbilah Tuzzahrah Andari Yasinta Permana Andika Prasetyo Arip Solehudin Ariq Zeidan Mubarok Arsya Fathiarahma Asep Jamaludin Asep Jamaludin Azhari Ali Ridha Bayu Adhi Pamungkas Bella Nurseptia Billy Nugraha Budi Arif Dermawan Carudin Chaerur Rozikin Cika Oktavia Dadang Yusup Dea Safryda Putri Devi Fitriani Maulana Dias Raihan Azahri Dica Parameswari Syifa Dewi Didi Shaldy Rahma Dikky Setiyanto Dimas Aditya Nugroho Dodi Wahyono Dwi Latifah Rianti Elfina Novalia Elis Elis Ergy Rahmatan Ramadhan Euis Saraswati Fabiano Milan Almufqi Fakhri Muhammad Farras Salsabila Ganes Wisnu Cahya Bagaskara Garno Garno Garno Garno, Garno Gunadi Widi Nurcahyo Heryana, Nono Ika Fitrianti Indra, Jamaludin Intam Purnamasari Iqbal Maulana Ismail Adhiya Adha Joice Margaretha Jufriadif Na`am, Jufriadif Kamal Prihandani Khofifah Wulandari Khoirunnisa Hamidah Khoirunnisa Hamidah Lilis Nurjanah Sukaryati Mayland Trifena Mayland Trifena Mentari Hasibuan Miftah Fariedh Andriansyah Milla Rochmawati Muhamad Arya Fadila Muhammad Adrian Maulana Muhammad Fadhil Ar Rizqi Muhammad Fahmi Prasetio Muhammad Fiqri Widiyantoro Muhammad Fiqri Widiyantoro Muhammad Nur Yasin Muhammad Rafi Nahjan Nailufar Farha Afifah Najwa Nurshadrina Nana Mulyana Maghfur Nina Sulistiyowati Nina Sulistyowati Nono Haeryana Novalia, Elfina Rahman Maulana Ramayanti, Cindi Rianti Surya Sukatma Richard Julianno Soeganda Rihan Maulana Rini Mayasari Riza Ibnu Adam Rizal, Adhi Rizky Syaputra Salsabila Aini Rahmah Siska Suparno Susilawati Susilawati Syahri Susanto Syahrul Dwi Hilda Tasyifa Nafsiah Muthmainnah Taufik Maulana Taufik Ridwan Taufik Ridwan, Taufik Ultach Enri Vickry Ramadhan Wahyono, Dodi Winanda Bagaskara Yunitasari Yunitasari Yusma Cantika Parhati Yuyun Umaidah Yuyun Umaidah