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Syaharuddin
Universitas Lambung Mangkurat
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Journal : INSERT: Information System and Emerging Technology Journal

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Integration of Bayesian Methods in Machine Learning: A Theoretical and Empirical Review Syaharuddin, Syaharuddin
INSERT : Information System and Emerging Technology Journal Vol. 5 No. 2 (2024)
Publisher : Information System Study Program, Faculty of Engineering and Vocational, Undiksha

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23887/insert.v5i2.82710

Abstract

Abstrak Studi ini merupakan sebuah tinjauan literatur sistematis yang mendalami integrasi metode Bayesian dalam pembelajaran mesin. Metode Bayesian telah terbukti memberikan keuntungan signifikan dalam menangani ketidakpastian dan variabilitas data, yang merupakan tantangan utama dalam pengembangan model pembelajaran mesin yang handal. Tinjauan ini menggali literatur terbitan dalam 10 tahun terakhir dari sumber seperti Scopus, DOAJ, dan Google Scholar untuk mengidentifikasi pendekatan teoritis dan empiris dalam penggunaan metode Bayesian. Hasil penelitian menyoroti bahwa metode Bayesian memungkinkan integrasi pengetahuan awal yang informatif dengan data yang ada, memperbaiki estimasi parameter, dan meningkatkan ketahanan model terhadap variasi data yang kompleks. Namun, tantangan utama dalam implementasi metode ini adalah kompleksitas komputasional yang tinggi dalam melakukan inferensi, terutama dalam konteks data multi-modal. Tinjauan ini memberikan wawasan mendalam tentang perkembangan terbaru dalam aplikasi metode Bayesian dalam pembelajaran mesin dan merumuskan arah penelitian mendatang untuk mengatasi tantangan tersebut secara efektif. Abstrak This study presents a systematic literature review that delves into the integration of Bayesian methods in machine learning. Bayesian methods have been shown to provide significant advantages in handling data uncertainty and variability, which are major challenges in developing reliable machine learning models. This review explores literature published in the last 10 years from sources such as Scopus, DOAJ, and Google Scholar to identify theoretical and empirical approaches in the use of Bayesian methods. The findings highlight that Bayesian methods enable the integration of informative prior knowledge with existing data, improve parameter estimation, and enhance model robustness against complex data variations. However, the main challenge in implementing these methods is the high computational complexity involved in performing inference, especially in the context of multi-modal data. This review provides in-depth insights into the latest developments in the application of Bayesian methods in machine learning and formulates future research directions to effectively address these challenges.
Co-Authors A. Munaya Rahman Abdillah Abdillah Abdul Wahab Abdurrahim Abdurrahim Agustina, Ella Ahmad Maulana Akhmad Fauzan Akhmad Munaya Rahman Aknifar Mawaddah Al Rifani, Ahmad Nurdin Al Wahid, Muhammad Ridho Ana Mahfuzah Anggeraeni, Anggeraeni Anita Lontaan Arbainah Arbainah Ariando Salomon, Glendy Ariani, Zaenafi Ashraf, Sameer Astria Putri Ramadhani Aulia, Hartika Awaluddin Awaluddin Azizah, Intan Noor Bahjatul Mardhiyah Bahri, Alim Bambang Subiyakto Bambang Subiyakto Citriadin, Yudin Claudia Dwi Martina Deasy Arisanty Devi Lasdya Dewi Pramita Dewicca Fatma Nadilla, Dewicca Fatma Dhimas Pratama Nindya Putra Sari Diana Novita Sari Diana Novita Sari Dona Eka Lovianie Emelda Humaira Endang Rahmawati, Endang Eri Saswili Erlina Wiyanarti Ersis Warmansyah Abbas Ersis Warmansyah Abbas Ersis Warmansyah Abbas Fadugba, Sunday Emmanuel Farah Heniati Santosa, Farah Heniati Fardi, Fardi Fathul Jannah, Fathul Fathurrijal, Fathurrijal Fatmawati, Tiara Fatwa Nur'aini Firmansyah, Yuman Fitri Mardiani Fitri Mardiyani Fredy Saputra, M. Khalid Furad, Abdul Gazali Rahman, Gazali Gilang Fahreza Gustini, Gustini Habib Ratu Perwira Negara Habibi Ratu Perwira Negara Hadi, Alfian Rahman Hadi, Noorya Tasya Febrylia Witari Hairunisa Hairunisa Har, Besse Harnanengsi Hasanah Hasanah Hasanah, Mahmudah Hassan, Muhammad Ikram bin Abu Helmi Akmal Hendry Alfiani Ari Sandi Hendry Alfiani Ari Sandi Heri Susanto Heri Susanto Hermansyah Hermansyah Herry Porda Nugroho Putro Herry Porda Nugroho Putro Herry Porda Nugroho Putro Hidayanti Hidayanti Hidayanti, Nur Fitri Hidayat Putera, M. Adhitya Husain, Husriani Ilham Ilham Ina Eka Indriyani Indra Maulana Iqbal, Chaedyr Irfan, Fitriani Irma Dwina Ishanan, Ishanan Ismi Rajiani Istiqamah, Nurul Izzat Habib Jaka Wijaya Kusuma Jamaluddin Jamaluddin Jamaluddin Jamaluddin JAYA, IRFAN Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani Jumriani, Jumriani Kadir, Amiruddin Kana, Mery Kiki Riska Ayu Kurniawati, Kiki Riska Ayu Linda Sari M Faisal M. Anugrah Arifin M. Restu Hidayat, M. Restu M. Ridha Ilhami M. Ridha Ilhami M. Ridha Ilhami Madinatul Munawarah Mahmudah Hasanah Mahmudah Mahmudah Mahsup, Mahsup Malik Ibrahim Mannawang, Annisa Ath-Thahirah Mappanyompa, Mappanyompa Mardiani, Fitri Mariono, Mariono Marlia Marlia Mattiro, Syahlan Ma’nawiyah Ma’nawiyah Meika Nurul Wahidah Melisa Prawitasari Mia Samihati Mohamad Zaenal Arifin Anis Muhammad Adhitya Hidayat Putra Muhammad Alfi Syahrin Muhammad Ilmi Muhammad Maulana Muhammad Nasih Muhammad Nur, Qalbia Muhammad Rezky Noor Handy Muhammad Rezky Noor Handy Muhammad Rezky Noor Handy Muhammad Rezky Noor Handy Muhammad Rico Muhammad Ridha Ilhami Muhammad Risalan Uzhma Muhammad Risalan Uzhma Murliana Murliana Muslimin Kara Mutiani Mutiani Mutiani Mutiani Nadia Nadia Nadiatul Izmi Nadlatul Izmi Napolion, Kens Nona Ayuriszki Noor Handy, M. Rezky Noorya Tasya Febrylia Witari Hadi Nova Yudha Andriansyah Putra Nur Azizah Nur Ikhsan, Muhammad Nurdyansa Nurhakim, Syanabiawan Maryati Nurkamilah Nurkamilah Nurlaelah Nurlaelah, Nurlaelah Nursahid Nursahid Nursahid Nursahid Nurul Fauziyah, Nurul Nurul Hasanah Nurul Hikmah Nur’aini, Fatwa Oktoviasari, Vera Ayu Prawitasari, Melisa Prayudha Aditya Puteri Mulyani Putri Yani Putro, Dwi Suryo Radjikan, Febrian Putra Anugrah Rahmad Rizaldi Ahya Rahmat Nur Rahmia, Sovia Husni Raihanah Sari Raihanah Sari Rajiani, Ismi Rasyidah Olfah Raudhatul Jannah Raudhatul Jannah Firdaus Reski P Rezaldi, Mohammad Rizky Rezky, Amelia Rianti, Riski Anwar Ridha Fitriyani Ridha Ilhami, M. Ridho Hayati Rifqi Muhammad Ihsan Riski Norseli Risna Putra Pradana Rizkia Ananda Sari Rizky Martha Cahya Puspita Rochgiyanti Rusdi Rusma Noortyani Rusmainah Rusmainah Rusmaniah Rusmaniah Rusmaniah Rusmaniah Rusmaniah Rusmaniah Rusmaniah, Rusmaniah Sahara, Ani Samiah Samiah Sapa, Nasrullah Bin Sarbaini Sarbaini Sigit Triyono Sirajuddin Sirajuddin Siti Maimunah Siti Masyithah Siti Rizayani Sriwati Sriwati Subiyakto, Bambang Sulis Setianingsih Suprapto Suprapto Syarifuddin Syarifuddin Syarifuddin Syarifuddin Tri Damayanti, Tri Triyono, Sigit Ucok Harisman Harisman Berutu Usnul Khatimah Uswatun Nisa Utami Dewi, Siti Vera Mandailina, Vera Wanda Aprilla Widianti, Suciana Wijayanti, Yoga Tri Wikasari, Reni Winata, Atikah Wisnu Subroto Wiwi Musriana Yudha Rizky Rawidafany Yustika Muliasari Yusup Yusup Zulkarnain Zulkifli, Mukaffi Zusana A Sasarari