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Journal : INTECOMS: Journal of Information Technology and Computer Science

The Impact Machine Learning Algorithms : Study Meta-Analysis Sani, Asrul; Oktavio, Adrie; Metasari, Rean; Santosa, Tomi Apra; sjoraida, Diah Fatma; Rembe, Elismayanti; Amri, Miftachul; Guna, Bucky Wibawa Karya
INTECOMS: Journal of Information Technology and Computer Science Vol 7 No 4 (2024): INTECOMS: Journal of Information Technology and Computer Science
Publisher : Institut Penelitian Matematika, Komputer, Keperawatan, Pendidikan dan Ekonomi (IPM2KPE)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31539/intecoms.v7i4.10860

Abstract

Machine Learning (ML) algorithms have revolutionized various fields, including science, technology, and business. This study conducted a meta-analysis to review the impact of ML algorithms on various domains. This research is a type of meta-analysis research. The data sources in this study come from 12 national and international journals published in 2022-2024. Data collection techniques through direct observation through journal databases. The inclusion criteria in this meta-analysis are research obtained from google scholar; ScienceDirect and ERIC, Research must be related to machine learning algorithms, research has complete data to calculate the effect size value. Data analysis in this study was conducted by statistical analysis with JSAP 0.16.3 application. The results of the study concluded that ML lgoritma has a significant impact on various fields including the discovery of new knowledge, process efficiency and accuracy in prediction with an effect size value of 0.793; p < 0.001. These findings show that ML algorithms have great potential to improve performance and efficiency in various fields.
Co-Authors Aat Ruchiat Nungraha Adi Suryaputra Paramita Afrizal Agoestinus Lis Indrianto, Agoestinus Lis Agustinus Nugroho Agustinus Nugroho Agustinus Nugroho Alek Irawan Triantho Alexandra, Kathleen Amanda Teonata Amri, Miftachul Andika Dirsa Andika Isma Andini Dwi Kurniawati Aria Ganna Henryanto Arie Fitria Asrul Sani Asrul Sani Aurelia Angelica Santoso Bella Aurellia Natalie Chandra, Chelsy Christina Sudyasjayanti Clarissa Listya Susilo Daniel Happy Putra Devi Rahnjen Devi Rahnjen Wijayadne Dewanto Dewanto Diah Fatma Sjoraida Dwi Anna Kristanti Elismayanti Rembe Ellen Lawrencia Yahya Ellina Rienovita Endo Wijaya Kartika Endo Wijaya Kartika Erlinawati Situmorang Erris Kusumawidjaya Eugene Katama Angkasa Felicia Adeline Gabriella, Annette Guna, Bucky Wibawa Karya Hamka Wakkang Harahap, Subur Hendra Hendra Hendra Heppy Sapulete Herdono, Ignatius Ismojo Heriyanto, Carolina Indah Wati Irra Chrisyanti Dewi Ivana Grasielda Iwan Harsono J. E. Sutanto J.E. Sutanto Joko Sulistyo Joko Sulistyo Kezia Kezia Kezia Kezia Purwadi Krismi Budi Sienatra Liestya Padmawidjaja M. Anton Fatoni M. Yusri M. Yusuf Bahtiar, M. Yusuf Margadjie, Helen Ayu Mariaty Saragih Metasari, Rean Michelle Laurent Miftachul Amri Monica Febria Moses Soediro Muhammad Ade Kurnia Harahap Nafarin, Lydia Natalia, Erica Destiani Nathania, Sharron Tiffany Ni Desak Made Santi Dwyarthi Otje Herman Wibowo Prathivi, Maria Dini Gilang Purnomo, Harries Purwadi, Kezia Kezia Rahmah Renanda Fantika Rahman Tanjung Rean Mitasari Rembe, Elismayanti Rizki Adityaji Santosa, Tomi Apra Santoso, Aurelia Angelica Sapulete, Heppy Septa Intiar Setiawardhani, Nanny Sirait, Evi Soesanto, Jessica Felicia Steven Gunawan Sucipto, Bambang Suhardi Suhardi Susanto, Priscillia Sieny Sutopo, Viony Alexandra Syamsul Bahri Syavardie, Yimmi Teja, Vania Yuswanto Thomas Stefanus Kaihatu Tomi Apra Santosa Tongam E Panggabean Tony Antonio Tri Andjarwati, Tri Trianggoro Wiradinata Vania Yuswanto Teja Verina Wijaya Via Yustitia Widyawati, Christy William Santoso Yahya, Ellen Lawrencia Yohanes Bowo Widodo