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All Journal CAUCHY: Jurnal Matematika Murni dan Aplikasi Jurnal Ilmiah Pangabdhi INTENSIF: Jurnal Ilmiah Penelitian dan Penerapan Teknologi Sistem Informasi MUST: Journal of Mathematics Education, Science and Technology BAREKENG: Jurnal Ilmu Matematika dan Terapan JTAM (Jurnal Teori dan Aplikasi Matematika) Zeta - Math Journal J Statistika : Jurnal Ilmiah Teori Dan Aplikasi Statistika Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) ComTech: Computer, Mathematics and Engineering Applications Jurnal ABDINUS : Jurnal Pengabdian Nusantara G-Tech : Jurnal Teknologi Terapan Inferensi Contemporary Mathematics and Applications (ConMathA) Jurnal Statistika dan Aplikasinya Journal of Mathematics Education and Science Indonesian Community Journal Eksponensial Limits: Journal of Mathematics and Its Applications Elastisitas: Jurnal Ekonomi Pembangunan
Elly Pusporani
Universitas Airlangga
Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Energy Engineering Environmental Science Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Public Health Social Sciences Transportation Other

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Journal : zeta - math journal

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Application of Support Vector Regression in Time Series Analysis of Dior Stock Prices Sari, Adma Novita; Zuleika, Talitha; Mardianto, M. Fariz Fadillah; Pusporani, Elly
Zeta - Math Journal Vol 10 No 1 (2025): May
Publisher : Universitas Islam Madura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31102/zeta.2025.10.1.51-60

Abstract

Christian Dior (Dior) is a multinational company focusing on luxury goods, including fashion products, cosmetics, and accessories. In 2020–2024, Dior's share price will experience significant fluctuations influenced by financial performance, global market trends, etc. These fluctuations require investors to implement appropriate strategies to minimize the risk of losses and support sustainable economic growth. This step aligns with goal 8 of the Sustainable Development Goals (SDGs), emphasizing the importance of sustainable economic growth through investment and infrastructure development for economic prosperity. One of the effective methods for modeling and predicting stock prices is Support Vector Regression (SVR). By applying SVR using the Radial Basis Function (RBF) kernel, this study shows that the model can generate predictions with a MAPE value of 2.5864% on the test data. The SVR method is expected to provide accurate predictions, making it a helpful tool for investors and market analysts to make better investment decisions.
Co-Authors Adinda Tries Melati Afifah Nur Makkiyah Ailsa Shafa Salsabila Ain, Dzuria Hilma Qurotu Ainaya Zakiyah Nabila Alexandra, Victoria Anggia Alfi Nur Nitasari Alfredi Yoani Ana, Elly Andreas, Christopher Antonio Nikolas Manuel Bonar Simamora Audilla, Marfa Aufa Muhammad Yogi Riyanto Aulia Ramadhanti Ayuning Dwis Cahyasari Ayuning Dwis Cahyasari Azizah Dewi Ariyani Azzah Nazhifa Wina Ramadhani Bagas Maulana Cantika Dhiya Deby Victoria Diana Nurlaily Dita Amelia Doni Muhammad Fauzi Doni Muhammad Fauzi Dwitya, Shabrina Nareswari Elly Ana Ezha Easyfa Wieldyanisa Fajrina, Sofia Andika Nur Farah Fauziah Putri Farida Nur Hayati Farizi, Muhammad Fikry Al Fatiha Nadia Salsabila Ferissa Maulida Ismi Fidela Sahda Ilona Ramadhina Fitri, Marfa Audilla Fitriana Nur Afifa Ganesya Intantalia Grace Lucyana Koesnadi Hanny Valida Haq, Affan Fayzul Helfira Lady Ari Pramesti I Kadek Pasek Kusuma Adi Putra Idrus Syahzaqi Idrus Syahzaqi Irhamah - Irma Ayu Indrasta Ismi, Ferissa Maulida Jannah, Sa'idah Zahrotul Julia Widiyanti Koesnadi, Grace Lucyana Lu'lu'a, Na'imatul Lu’lu’a, Na’imatul M. Fariz Fadillah Mardianto M. Fariz Fadillah Mardianto M. Fariz Fadillah Mardianto Marcel Laverda Subiyanto Marcelena Vicky Galena Marcelena Vicky Galena Maula, Sugha Faiz Al Maulana Syah Putra Ramadhani Mochamad Rasyid Nabila Rahma Na’ifa, Ariza Nadya Lovita Hana Trisa Nashwa Carista Na’imatul Lu’lu’a Nitasari, Alfi Nur Nurrohmah, Zidni ‘Ilmatun Nurul Fajriah Deswani Sangadji Permana, Made Riyo Ary Pratama, Bagas Shata Previan, Anggara Teguh Putri, Ferdiana Friska Rahmana Putri, Refa Berliana Rahmat Agung Ibrahim Rani, Lina Nugraha Refa Berliana Putri Rohayah, Dewi Sa'idah Zahrotul Jannah Sa'idah Zahrotul Jannah Salsabila, Fatiha Nadia Sari, Adma Novita Sari, Adma Novita Sasy Okti Karima Sa’idah Zahrotul Jannah Sediono, Sediono Setiawan, Nicoletta Almira Dyah Shabrina Nareswari Dwitya Sheila Sevira Asteriska Naura Siregar, Naufal Ramadhan Al Akhwal Siti Maghfirotul Ulyah Siti Qomariyah Sri Endah Nurhidayati Steven Soewignjo Suliyanto Toha Saifudin Tsabita Amalia Shofa, Nayla Wieldyanisa, Ezha Easyfa Yuliati, Intan Yuniar, Muhammad Alvito Dzaky Putra Zah, Alfian Iqbal Zuleika, Talitha Zuleika, Talitha