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All Journal International Journal of Electrical and Computer Engineering SEMIRATA 2015 KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Science and Technology Indonesia Jurnal Komputasi Jurnal Teknoinfo Klinikal Sains (Jurnal Analis Kesehatan) Sainmatika: Jurnal Ilmiah Matematika dan Ilmu Pengetahuan Alam Jurnal Kesehatan Saelmakers PERDANA (JKSP) Jurnal Teknologi Komputer dan Sistem Informasi Sains, Aplikasi, Komputasi dan Teknologi Informasi Journal Social Science And Technology For Community Service Buguh: Jurnal Pengabdian Kepada Masyarakat TRIBUTE: JOURNAL OF COMMUNITY SERVICES International Journal of Electronics and Communications Systems Jurnal Pepadun Jurnal Pengabdian Masyarakat Bidang Sains dan Teknologi Journal Health Applied Science And Technology (JHAST) JTKSI (Jurnal Teknologi Komputer dan Sistem Informasi) Jurnal Ilmu Keperawatan dan Kebidanan IJP (Indonesia Jurnal Perawat) Jurnal Komputasi
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Classification of Public Sentiment towards the Performance of the Ministry of Communication and Digital regarding Online Gambling Ika Rahma Alia; Favorisen Rosyking Lumbanraja; Aristoteles Aristoteles; Rico Andrian
Jurnal Pepadun Vol. 6 No. 3 (2025): December
Publisher : Department of Computer Science, Faculty of Mathematics and Natural Sciences, University of Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/pepadun.v6i3.295

Abstract

Online gambling is a social issue currently in the spotlight in Indonesia. Although the government, particularly the Ministry of Communication and Digital (Kemkomdigi), has taken various measures, such as blocking websites and conducting digital literacy campaigns, online gambling remains rampant and has sparked various public reactions. Social media, particularly Instagram, has become a public space where people express their opinions and sentiments regarding government performance. This study aims to classify public sentiment based on comments directed at the official Kemkomdigi Instagram account regarding the issue of online gambling. This study uses two machine learning algorithms, Random Forest and XGBoost, to compare the effectiveness of the models in classifying positive and negative sentiment. A total of 724 comments were collected and manually labeled by three annotators using a voting method. Preprocessing included cleaning, case folding, tokenization, normalization, stopword removal, and stemming. Feature representation was performed using the TF-IDF method. The data was split with a 70:30 ratio and balanced using Random Oversampling. Model training used 10-fold cross-validation and hyperparameter tuning through GridSearchCV. The evaluation results showed that the tuned Random Forest performed the best, with an accuracy of 0.7082. These findings demonstrate that machine learning approaches, particularly Random Forest, are effective in automatically identifying public sentiment toward emerging public policy issues on social media.
ANALISA PEMANTAPAN MUTU INTERNAL TAHAP PRA-ANALITIK PEMERIKSAAN HEMATOLOGI Bastian Bastian; Aziyo Kurniawan; Aristoteles Aristoteles
Klinikal Sains : Jurnal Analis Kesehatan Vol. 12 No. 2 (2024): Desember
Publisher : LPPM Universitas Abdurrab

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36341/klinikal_sains.v12i2.5013

Abstract

Stages pre-analytic are stages beginning in an inspection laboratory. Errors on stage pre-analytic account for 70% of frequent errors in the laboratory. To anticipate errors, the so-done effort stabilizes quality. To increase quality service and repair quality results. The Objectives: Is to stabilize internal quality during the pre-analytic stage of hematology in the laboratory at House Sick Type C, Palembang. Study this method is descriptive-quantitatvie with a purposive sampling technique in the officer laboratories “X” and “Y”, respectively total 15 respondents. Results: In the “X” hospital laboratory has an average result of 96% and is said to be good, while in the “Y” hospital laboratory, it has an average 97% and is said to be good. That there is no significant difference between the second House Sick. Conclusion: Stabilization of internal quality stage pre-analytical inspection hematology on officers in the laboratories of Hospital “X” and Hospital “Y” Palembang can be stated as good.
Co-Authors A. H. Bernando A. Nizam Syahiib Ade Apriantari Aditya Prayoga Admi Syarif Aflaha Asri Agatha Beny Himawan Ahmad Amirudin Ahmad Julio Rizky Ahyarudin Aini Robby Rodliyah Airlangga Sani Cahya Margaliu Aisah Oktavia Alya Samira Rahmaputri Andrian, Rico Angga Ramadhan Prasetyo Anggi Puspitasari Anindya Rahmadini Anisa Raden Annisa Putri Nabila Aqshal Dwi Setiawan Arbi Hidayatullah Ardhika Praseda Ageng Putra ARDIANSYAH ARDIANSYAH Ardye Amando Pratama Ariq Rafii Utama Aristoteles Aryanti Dwiastuti Aulia Putri Ariqa Awfa Rizqon Akhyar Ayuning Rizqi Rahmayanti Aziyo Kurniawan Bastian Bastian Bella Pebyana Cahlia Kurnia Candra Wijaya Caniadi, Melan Dani Cristian Danzen Hangga Permana Dedy Miswar Desrizal Dwi Ayu Deswita Sari Didik Kurniawan Dinda Fitrialoka Dwi Sakethi Dwi Sakethi Dwi Sakethi Dwi Sakethi, Dwi Dyah Mila Prambudiningtyas Efendi, Nur Eka Febriansyah, Febi Eka Kasymir Erika Fadia Salsabila Evania Intiha Falah, Naufal Anbial Febi Eka Febriansyah febi eka febriansyah, febi eka Firman Syah Galih Imam Widangga Gina Septia Rizki Giovanni Albertine Hutauruk Heningtyas, Yunda Heri Satria Heri Satria Heriyanto, Ika Arthalia Wulandari Ika Rahma Alia Ilman, Igit Sabda Indah Sari Indah Sari Indra Gumay Febryano Indri Eka Yasami Ira Hariati Br Sitepu Irawati, Anie Rose Jani Master Jihan Aferiansyah Junaidi Junaidi Kurnia Agung Laksono Kurnia Muludi Kurnia Muludi Kusuma, Abie Perdana Lidwina Amelia Lis Nur Ajijah Lolyta Mutiara Putri Lukito, Wisnu Lumbanraja, Favorisen R Martinus Martinus Maulida Melvina Putri Maya Fadlilah Melda Suryani Mohamad Ilham Nurfaizi Monique Permata Sari Santoso Mudinillah, Adam Muhamad Zaki Renaldi Muhammad Chaidar Ali Muhammad Fahmi Albaihaqi Muhammad Fakhri Robbani Muhammad Fathan Kurniawan Muhammad Zidan Pasya Mulyono Mulyono Mulyono Mutiara Putri Adisa Nadia Ayu Wulandari Nadila Rizqi Muttaqina Nitami Sari Noval Aditya Marlon Noviyanti Noviyanti Nur Efendi Nurhidayanti Nurhidayanti Parabi, M. Iqbal Pondo Purniawan Pratama, Rinaldo Adi Putri Ayu Penita Radix Suharjo Rahman Taufik Rahmat Safe'i Rakhmat Herlambang Rara Diantari Raras Silviana Rian Kurniawan Rico Andrian Ridho Sholehurrohman Rifki Wardana Rigasmi Ihklayani Rika Ningtias Azhari Riska Aprilia Risna Damayanti Rizki Agung Permana Rizky Pratama Sabila Rusyda Salma Dara Cantika Sapto Kuncoro Sasmita Ningrum Selvira Setiadi, Rifan Sholehurrohman, Ridho Sintiya Paramitha Suarni, Lisa Suripto Dwi Yuwono Swarna Darma Syah, Firman Syangap Diningrat Sitompul Syifa Hera Assegaf Tarkono Tarkono Taufik, Rahman Timotius Pascha Tiyara Saghira Tri Rizky Putra Tristiyanto Tristiyanto Unang Mulkhan Vio Deka Ananda Wardiyanto Wardiyanto Wardiyanto Wardiyanto Widiarti Widiarti Widya Puspitarani Desiyanti Wirawan, Nasywa Nathania Wisnu Lukito Yarmaidi Yarmaidi Yarmaidi Yarmaidi Yarmaidi Yarmaidi Yarmaidi Yoga Gustama Yohana Tri Utami Zahra, Rizka Aulia Zuhri Nopriyanto