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All Journal Jurnal Akuakultur Indonesia Jurnal Ekonomi : Journal of Economic Jurnal Kesehatan Masyarakat Jurnal English Education: Jurnal Tadris Bahasa Inggris Jurnal Ilmu-Ilmu Peternakan (Indonesian Journal of Animal Science) SITEKIN: Jurnal Sains, Teknologi dan Industri IDEAS: Journal on English Language Teaching and Learning, Linguistics and Literature Geo-Image Journal Journal of Livestock Science and Production DIDAKTIKA TAUHIDI: JURNAL PENDIDIKAN GURU SEKOLAH DASAR JURNAL PENDIDIKAN TAMBUSAI PROMOTOR Jurnal Sosial Humaniora Jurnal FARMAKU (Farmasi Muhammadiyah Kuningan) Medical and Health Science Journal JISKa (Jurnal Informatika Sunan Kalijaga) Jurnal 'Aisyiyah Medika Jurnal Ners Indonesian Journal of Global Health research Jurnal Statistika dan Aplikasinya AKMENIKA Jurnal Pendidikan, Sains, Geologi, dan Geofisika (GeoScienceEd Journal) Jurnal Biosense Jurnal Keperawatan GSH Jurnal Nasional Manajemen Pemasaran dan SDM Journal of Soft Computing Exploration Jurnal Ilmiah Wahana Pendidikan GANESHA: Jurnal Pengabdian Masyarakat Jurnal Media Informatika Journal Peqguruang: Conference Series Journal of Language and Health Journal of Aafiyah Health Research (JAHR) Edusoshum: Jurnal Pendidikan Islam dan Sosial Humaniora Jurnal Pustaka AI : Pusat Akses Kajian Teknologi Artificial Intelligence JRKN JEER (Journal of Elementary Educational Research) Berita Kedokteran Masyarakat Tsaqofah: Jurnal Penelitian Guru Indonesia Asian Journal of Healthcare Analytics Jurnal Pengabdian Masyarakat Ekonomi, Manajemen dan Akuntansi (JPMEMA) Naradidik: Journal of Education & Pedagogy Journal of Information System Exploration and Research ALENA : Journal of Elementary Education Neraca: Jurnal Ekonomi, Manajemen dan Akuntansi JIM: Jurnal Ilmiah Mahasiswa Pendidikan Sejarah Educandumedia: Jurnal Ilmu Pendidikan dan Kependidikan Jurnal Tumbuhan Obat Indonesia The Indonesian Journal of Computer Science Ma'arif Journal of Education, Madrasah Innovation and Aswaja Studies Journal of Fundamental Management (JFM)
Putri Utami, Putri
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Journal : Journal of Information System Exploration and Research

 1 
The Asthma Classification Using an Adaptive Boosting Model with SVM-SMOTE Sampling Dullah, Ahmad Ubai; Utami, Putri; Unjung, Jumanto
Journal of Information System Exploration and Research Vol. 3 No. 1 (2025): January 2025
Publisher : shmpublisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joiser.v3i1.486

Abstract

Asthma is a disease that affects the human respiratory tract, characterized by inflammation and narrowing of the respiratory tract such as wheezing, coughing, and shortness of breath. The causes of asthma can come from genetics, lifestyle, and a bad environment. Diagnosis made to asthma patients is very influential on the severity and treatment carried out. However, the diagnosis process may not be able to precisely determine asthma patients because the diagnosis is influenced by the classification of asthma based on the symptoms that appear. Therefore, this study proposes an asthma disease classification model that is optimized using a sampling method to balance the data. The proposed classification model uses the Adaptive Boosting algorithm with a sampling technique using SVM-SMOTE to help balance the data. The results obtained from the experiment achieved an accuracy of 98.60%. This result shows that the proposed model is more accurate and optimal in performing classification when compared to previous research.
Enhancing Abusive Language Detection on Twitter Using Stacking Ensemble Learning Utami, Putri; Tanga, Yulizchia Malica Pinkan; Unjung, Jumanto; Muslim, Much Aziz
Journal of Information System Exploration and Research Vol. 3 No. 2 (2025): July 2025
Publisher : shmpublisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joiser.v3i2.594

Abstract

Detecting abusive language on Twitter is an important step in reducing the prevalence of negative content and harassment. This study aims to improve the accuracy and effectiveness of abusive language detection on Twitter by addressing the limitations of the single model commonly used previously. The stacking method is employed by combining Term Frequency-Inverse Document Frequency (TF-IDF) as the feature extraction method, along with the Naive Bayes and XGBoost algorithms as classification models. Naive Bayes is known for its simplicity in handling text classification, while XGBoost excels in processing complex data and achieving high accuracy. The combination of these two models is expected to improve performance in detecting coarse language. The research results show that the proposed model outperforms the methods in previous studies, with an accuracy of 91.91% and an AUC of 96.76%. These findings demonstrate the effectiveness of the stacking approach in reducing classification errors in coarse language detection. Further research could explore the use of larger datasets or more complex models to improve detection accuracy.
Co-Authors Aditya Wicaksono Agus Oman Sudrajat Agustin, Erina Akhiroh, Puji Al Qohar, Bagus Alfindo, Nico Dian Ali Mustadi Amajida, Saraya Ambarwati, Dyah Amelia Putri, Winda Amelia Rika Anah, Sri Ananto Aji, Ananto Andi Asrina Angraini, Dwi Rizki Anwar, Muh Apik Budi Santoso Ardilla, Yohana Nanita Nansy Arini, Vhita Syukrya Aripa Hasanah , Nur Armawan, Ladyka Viola As'ari, Hasyim Asrul Abdullah Astari, Dewanti Widya atim rinawati Aulia Puspita Anugra Yekti Aulia Putri, Devita Aulia, Usna Aurilia Viona, Tiara Bayu , Silvana Budi Hartono Caska - Chotimah, Indira Christina Ismaniati Christy Efiyanti Cicih Ratnasih, Cicih Darwina, Darwina Delima, Isniyunisyafna Diah Denny Nurdiansyah Dewi, Trisni Dinamella Wahjuningrum Dinda Iryawati Dullah, Ahmad Ubai Eka Kusumastuti, Anie Eka Yusnaldi Ekawati Ekawati Eko Nugroho Endah Dewi Purnamasari Endang Silaningsih Fadhillah, Risti Sifa' Fadillah Fadillah Fatmah Afrianty Gobel Fatria Harwanto Febrian, Ilham Rohmat Febrianto, Nanang Fergy Sandria, Muhammad Firdaus, Amir Hamzah Hasyim Hermanto Hermayanti, Tanti Hilda Zulkifli Ibnu Faruki, Adnan Ida Wahyuni Idris, Fairus Prihatin Iis Diatin Imam Subarkah Imas Maesaroh Irianti, Een Irmanida Batubara irviana, ira Irzal Effendi Ismail Hasan, Ismail Istiqomah Nur Rahmawati Juhadi Juhadi Jumanto Unjung Jundi, Muhamad Jundi, Muhammad Kartini, Alif Yuanita Khairani, Aulia Kurniawan, Egy Kusrianty, Nelly Kusumawati, Tri Indah Lewinsca, Maurend Yayank Marcela, Raya Maryanto Masriana Masriana, Masriana Maula, Inayatul Maulidnawati, Abrina Mia Setiawati Much Aziz Muslim Muhaimin, Ahmad Muhammad Ali, Hendry Muhammad Helmi Muhammad Kaulan Karima Muharramah, Disa Hijratul Muhyidin Muji Burrohman Mujihari, Mujihari mukarromah, maqiyatul Munawaroh, Fauziyatul Mursal Aziz Murti, Wahyu Muslima, Patriotika Nadia Ramli, Nurul Nazilah, Lailatun Nicolas, Hieronimus Ningsih, Maylinna Rahayu Nita Yunianti Ratnasari Novalinda, Novalinda Novitasari, Amanda Novitasari, Prihatini Dini Novitrie, Ayu Nur Imamah Nurlinda, SE., MM, R.A Nurlizawati Nurul Hasanah Nurul Isnaini Octaviany, Efi Perdana Arifin, Satria Pertiwi, Dwika Ananda Agustina Pinandita, Egi Pur Prameswari, Ayu Priyo Sugeng Winarto Puji Hastuti, Yuni Puspita Anugra Yekti, Aulia Putri, Kreati Hanna Qohar, Bagus Al Rabiatul Adawiyah Rahmadani, Aulia Rahmaddeni Rahmaddeni Rahmadhana, Sharah Rahmawati, Yuli Nur Ramadhani, Anisa Rambe, Riris Nurkholidah Restu Restu Risli , Andrea Risma Handayani Rispa Ngindana Rispantyo Rispantyo, Rispantyo Ritonga, Yunizar Rizki Amalia Rizki Wandini, Rora Sahid Agustian Hudjimartsu Sahiman, Kunta Adnan Salbila, Isal Saputra, Yoerdy Agusmal Sarkowi, Widya Khairunnisa Setiadi, Diaz Hazrina ShikhMaidin, Mashitah Sibarani, Benly Levi Andreas Sinaga, Leonardo SITI FATIMAH Siti Khodijah Parinduri Sri Nuryati Sucipto Sukmawati Sukmawati Sumiaty Sumiaty Supriadi Supriadi Suprida, Suprida Susi Handayani Suyono Suyono Syah, Habib Asshidiq Syamsi, Afduha Nurus Tanga , Yulizchia Malica Pinkan Tanga, Yulizchia Malica Pinkan Tatag Budiardi umi arifah Utami*, Rahayu Dwi Vidya Vitta Adhivinna, Vidya Vitta Viona, Tiara Aurilia Wahjuningsih , Sri Widayanti, Amanda Widya Ningsih, Mutiara Wira Wibawa, Herry Y. Hadiroseyani Yonvitner - Yunola, Satra Yusriani, Yusriani