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Saputra, Agus
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Journal : Journal of Data Science Methods and Applications

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Prediksi Jenis Ancaman Siber Global Menggunakan Algoritma Random Forest Nanda P, Yudista; Ali, Rionaldi; Aris, Noki; Saputra, Agus; Saputra, M . David
Journal of Data Science Methods and Applications Vol. 1 No. 2 (2025)
Publisher : Program Studi Sains Data - Institut Informatika dan Bisnis Darmajaya

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Abstract

Global cyber threats continue to increase along with the widespread digital transformation across various sectors. This study aims to predict the types of cyberattacks based on global historical data from 2015 to 2024. Data was obtained from the Global Cybersecurity Threats dataset, which includes information on countries, affected sectors, and types of attacks. The method used was supervised learning with the Random Forest algorithm, which is known to be effective for classifying and analyzing complex variables. The results show that this algorithm is capable of identifying attack patterns with high accuracy and assisting in early threat detection. This research is expected to contribute to the development of data-driven cybersecurity systems and predictive modeling. Global cyberthreats continue to grow in complexity, along with society's increasing reliance on digital systems. This study aims to analyze trends and predict the types of cyberthreats based on historical data from 2015 to 2024, obtained from the Global Cybersecurity Threats dataset. The method used was supervised learning with the Random Forest algorithm to classify attack types and predict potential financial losses. The analysis results show that the model can identify important patterns that can assist organizations in mitigating cyber risks. This research contributes to the development of data-driven cyber threat intelligence systems
Co-Authors Adeventino, Raul Agus Junaidi Agustina, Melli Ahmad Junaidi Ainina, Wida Alfin Haris Munandar, La Ode Ali, Rionaldi Amalo, Filphin Adolphin Amalo, Maria Elizabeth Anggrayni, M. Annytha Ina Rohi Detha Apgrianto, Kurniawan Arafah, Siti Aris, Noki Asnusa, Soraya Astarina, Lusia Aswadi Aswadi Awa, Diana Rambu Naha Ana Boniesta Zulandha Melani Cahyati, Leni Crismeilani, Kadek Dangur, Fransiska Aping Daniswara, Lingga Deo Sala, Mariani Inggrid Dewi Ratih, Dewi Dwi Novri Asmara Eka Fitriana Eka, Fitriana Elmiana, Dewi Satria ERWINA JULIANTARI, ERWINA Estuhono, Estuhono Faidin Faidin Farmasari, Santi Filahanasari, Eka Firmansah, Firmansah Fitmawati Fitmawati Foeh, Nancy D. F. K. Harison, Nunu Heri Priyanto, Heri Hermawan, Bagas Hilwan Yuda Teruna Hoban, Michaelis Conchita Fatima I MADE SUJANA . Ikra, Ikra Ismawati, Lili Isnaningsih, Risa Izzah, Amniyatul Kamaludin Karomah, Alfi Hudatul Khairita, Martiya Nurni Khairunnisa, Pradita Kharisna, Feby Kurnianingsih, Endang Kusmayadi, Yadi La Ode A. H. Munandar La Ode, Alfin Haris Munandar Lorenza, Cindy M. Rafi Maha, Inggrid Trinidad Meity Marviana Laut Melani, Boniesta Zulandha Melani, Bonista Z. Mita Mita, Mita Muhammad Amin Muhammad Subhan Munanda, La Ode Alfin Haris Munandar, La Ode Aflin Haris Munandar, La Ode Alfin H. Munandar, La Ode Alfin Haris Munawaroh, Naila Mutmainah, Holizatul Nanda P, Yudista Nemay Anggadewi Ndaong, Nemay Anggadewi Ningsih, Sri Yunimar Nitbani, Heny Novi Safriadi Novita, Tesya Novitasari, Ana NURLAELA NURLAELA Paramadina, Yelsi Pasaribu, Beta Rida Prakameng, Dandy Putera, Lalu Jaswadi Putri, Prily Wiske Widiya Rachmanda, Puspa Kirana Rahmatina, Rahmatina Rahmawati, Lilla Regaria Tindarika Reni Astika, Reni Repi, Ermelinda Ue Reviana, Isabela Putri Ria Setiawati Riyanto, Andra A. Robiansyah, Robiansyah Rosyida, Amrina Rusiandy, Rusiandy Sabila, Widani Silvie Tsal Sahuddin, Sahuddin Saitya, Imadudin Saputra, M . David Saputra, M David sari, Pitri deva Sirin, Rifdah Jauharah Sujana, I Made Sujana Sukarelawan, Asep Ganjar sumarti, siti Syukran Mursyid Thohir, Lalu Thohir, Lalu Tohib, Devanka Aulia Tomo Djudin Ulumi, Riyadussolihatil Wibaselppa, Anggawidia Wuhan, Yustinus Oswin Primajuni Wulandari, Ayunda Yulfia Nelymalik Selan, Yulfia Nelymalik Zuhelmi Aziz