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All Journal ComEngApp : Computer Engineering and Applications Journal Cakrawala Pendidikan Lingua Didaktika: Jurnal Bahasa dan Pembelajaran Bahasa Hexagone RETORIKA: Jurnal Ilmu Bahasa Passage Journal of Education and Learning (EduLearn) Semantik : Jurnal Ilmiah Program Studi Pendidikan Bahasa dan Sastra Indonesia IJEE (Indonesian Journal of English Education) English Review: Journal of English Education EXPOSURE JOURNAL IDEAS: Journal on English Language Teaching and Learning, Linguistics and Literature EDULITE: Journal of English Education, Literature and Culture Journal of English Language Studies Journal of Language and Literature Language Literacy: Journal of Linguistics, Literature, and Language Teaching Ranah: Jurnal Kajian Bahasa Indonesian EFL Journal Diglosia: Jurnal Kajian Bahasa, Sastra, dan Pengajarannya English Language and Literature International Conference (ELLiC) Proceedings Journal on Education EDUKATIF : JURNAL ILMU PENDIDIKAN Linguistik Indonesia Journal of English Language Teaching and Linguistics Jurnal Onoma: Pendidikan, Bahasa, dan Sastra Scope: Journal of English Language Teaching JALL (Journal of Applied Linguistics and Literacy) SAGA: Journal of English Language Teaching and Applied Linguistics JEE (Journal of English Education) JOLLT Journal of Languages and Language Teaching Edusentris: Jurnal Ilmu Pendidikan dan Pengajaran International Journal of Science and Society (IJSOC) Studies in English Language and Education Jurnal Ilmiah Pendidikan dan Keislaman ETERNAL: English Teaching Journal LINGUISTS : JOURNAL OF LINGUISTICS AND LANGUAGE TEACHING Aksara Al Ibtida: Jurnal Pendidikan Guru MI Ranah: Jurnal Kajian Bahasa English Review: Journal of English Education International Journal of English Learning and Applied Linguistics (IJELAL)
Gunawan, Wawan
Universitas Pendidikan Indonesia
Religion Arts Humanities Computer Science & IT Education Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Social Sciences Other

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Journal : comengapp computer engineering and applications journal

 1 
Imbalanced Data NearMiss for Comparison of SVM and Naive Bayes Algorithms Gunawan , Wawan; Devianto , Yudo; Sari, Anggi Puspita
Computer Engineering and Applications Journal (ComEngApp) Vol. 13 No. 3 (2024)
Publisher : Universitas Sriwijaya

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Abstract

The study aims to improve the diagnosis, management, and prevention of HIV/AIDS by using classification algorithms. The dataset used consists of 707,379 records and 89 columns. Data preprocessing includes removing irrelevant attributes, handling inconsistencies, and balancing the data using the NearMiss method, resulting in a balanced proportion of reactive and non-reactive HIV cases. Once the data is balanced, it is split into several ratios: 60:40, 70:30, 80:20, and 90:10. The classification models used in this study are Naive Bayes and SVM. The models are evaluated using the metrics Accuracy, Precision, Recall, and F1-Score. The results show that the SVM model achieves the highest accuracy of 82.6% with a 90:10 data split at a 6-fold value, and 82.2% with a 60:40 data split at a 5-fold value. On the other hand, Naive Bayes achieves the highest accuracy of 61.1% with a 60:40 data split.
Co-Authors Aceng Ruhendi Syaifullah Adam Muhammad Nur Adam Muhammad Nur Agung Mulyana Ahmad Bakri Alhadi Ahmad Bukhori Muslim Ahmad Fadhil Alawiyyah Alawiyyah Alman Naufal Andika Dutha Bachari Anisa Arianingsih Audia Nur Safarah Bachrudin Musthafa Budi Hermawan Catharina Griselda Dadang Sudana Dallyono, Ruswan Dede Fatinova Didi Sukyadi Eky Erlanda Edel Emi Emilia Emi Emilia Eri Kurniawan Eri Kurniawan Eri Kurniawan Eris Risnawati Erwin Yulianto Fannisa Wanda Salaras Fatinova, Dede Fatresia Tambunan Firly Asyifa Fuad Abdul Hamied Hakim, Mohammad Andi Hegar Hakimantieq Hermawan, Budi Ika Lestari Lestari Damayanti Ikmal Trianto Indah Arti Fisilla Intan Sinta Dewi Rahayu Irpan Apandi Batubara Irsyad Nugraha Isti Tri Wahyuni Kelik Wachyudi KURNIAWAN SURYATAMA Kurniawan, Muhammad Hafiz Lee Seung Hoon Lucky Rahayu Nurjamin Mahardika Zifana Miksalmina Miksalmina Moh. Rizchald Walidain Mohammad Andi Hakim Muhammad Hafiz Kurniawan Mulyana Agung Murti Ayu Wijayanti Nabila Putri Supriadi Nirwana Nisa Hasanah Nurhadi, Jatmika Nuria Haristiani Nurul Ashyfa Khotima Pujiati Tri Purwanto, Kokok Djoko R. Dian Dia-an Muniroh R. Rizkiki Azkia Hidayat Raden Sasnitya Ramli Ratna Juwitassari Emha Retty Isnendes Rio Firman Wandana Risnawati, Eris Sahira Nurul Luthfianda Salma Nabilla Sari, Anggi Puspita Shinta Ayu Mahardiyanis Silmy Arizatul Humaira Sintia Hapsyah Rahman Siti Awaliyah Sohaib Shafique Sriwati Sriwati Sriwati Sriwati Sudana, Dadang Suharno Suharno Suherdi, Didi Syarifah, Eva Fitriani Syihabuddin Syihabuddin Syihabuddin, Syihabuddin Tri Indri Hardini Wahyu Budi Riyanda Yanty Wirza Yanty Wirza Yasir Mubarok Yudo Devianto Yulianti Sanusi Yulianti Yulianti Yulianto Erwin Yunita Ayuningsih Yusep Ahmadi F Yustika Nur Fajriah Yusuf Anbar Firdausi Yuyun Ilantri Zakir Hussain Radfar Zifana, Mahardhika