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Journal : Heca Journal of Applied Sciences

Evaluation of Gradient Boosted Classifier in Atopic Dermatitis Severity Score Classification Suhendra, Rivansyah; Suryadi, Suryadi; Husdayanti, Noviana; Maulana, Aga; Noviandy, Teuku Rizky; Sasmita, Novi Reandy; Subianto, Muhammad; Earlia, Nanda; Niode, Nurdjannah Jane; Idroes, Rinaldi
Heca Journal of Applied Sciences Vol. 1 No. 2 (2023): October 2023
Publisher : Heca Sentra Analitika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.60084/hjas.v1i2.85

Abstract

This study investigates the application of the Gradient Boosting machine learning technique to enhance the classification of Atopic Dermatitis (AD) skin disease images, reducing the potential for manual classification errors. AD, also known as eczema, is a common and chronic inflammatory skin condition characterized by pruritus (itching), erythema (redness), and often lichenification (thickening of the skin). AD affects individuals of all ages and significantly impacts their quality of life. Accurate and efficient diagnostic tools are crucial for the timely management of AD. To address this need, our research encompasses a multi-step approach involving data preprocessing, feature extraction using various color spaces and evaluating classification outcomes through Gradient Boosting. The results demonstrate an accuracy of 93.14%. This study contributes to the field of dermatology by providing a robust and reliable tool to support dermatologists in identifying AD skin disease, facilitating timely intervention and improved patient care.
Co-Authors Adha, Zuhra Adila, Wulan Farisa Ahmad Watsiq Maula Aklya, Zatul Apriliansyah, Feby Arif Saputra, Arif Arifin, Mauzatul Asep Rusyana Asshiddiqi, M. Ischaq Nabil Ayu Puspitasari, Ayu Aziza, Zahra Ifma Chongsuvivatwong, Virasakdi Dahlawy, Arriz Dimas Chaerul Ekty Saputra Earlia, Nanda Erkata Yandri Fauzi, Rahmatul Fikri, Mumtaz Kemal Fitriyani Fitriyani Ghazi Mauer Idroes Hizir Sofyan Husdayanti, Noviana Huy, Le Ngoc Idroes, Ghalieb Mutig Iffaty, Athiya Iin Shabrina Hilal Irsan Hardi Irvanizam, Irvanizam Ischaq Nabil Asshiddiqi, M. Kamal, Saiful Kemala, Pati Khairul, Mhd Khairul, Moh Khairun Nisa Kruba, Rumaisa Kusumo, Fitranto La Ode Reskiaddin Malfirah, Malfirah Mardalena, Selvi Maria Paristiowati Maulana, Aga Maulidar, Putri Maulydia, Nur Balqis Muhammad Farid Muhammad Ikhwan Muhammad Ikhwan Muhammad Subianto Muhammad Yusuf Muliadi Muslem Muslem, Muslem Myint, Ohnmar Nanda Safira Nazila, Syifa Niode, Nurdjannah Jane Nuzullah, Teuku Muhammad Faiz Phonna, Rahmatil Adha Putri, Ulayya Raden Mohamad Herdian Bhakti Rafiqhi, Adis Aufa Rahayu, Latifa RAHAYU, LATIFAH Ramadani, Maya Ramadeska, Siti Raudhatul Jannah Razief Perucha Fauzie Afidh Rinaldi Idroes Salsabila, Adinda Saputra, Fachri Eka Saragih, Novita Sari Satrio, Justinus Sofyan, Rahmi Suhendra, Rivansyah Suryadi Suryadi Suyanto Suyanto Syakir, Fakhrus Syarafina, Risky Haezah Teuku Rizky Noviandy TRINA EKAWATI TALLEI Ulfa, Elvitra Mutia Ulhaq , Muhammad Zia Ulhaq, Muhammad Zia Utami, Cut Chairilla Yolanda Utami, Reksi Yarmaliza Yusya, Nudzran Zahriah, Zahriah Zurnila Marli Kesuma