Penerapan Algoritma Decision Tree Untuk Menentukan Terapi Pada Anak Autis
DOI:
https://doi.org/10.29408/jit.v8i1.26121Keywords:
Autisme, Classification, Decision Tree, Psychomotor TherapyAbstract
People with hearing and speech impairments often have difficulty communicating with the general public due to a This research focuses on the development of a classification system for autism levels in children using the Decision Tree algorithm. This system considers various aspects of the psychomotor abilities of autistic children, such as balance, hand coordination, flexibility, and muscle strength. Observation data was taken from autistic children aged 5-8 years who attended SLB Anugerah Colomadu, and was used to build a Decision Tree model. The results showed that this model had 0,9 accuracy in classifying autism rates based on the observed psychomotor features. In addition to classification, the system also provides recommendations for psychomotor therapy that are specific and according to the level of autism that the model has classified. This approach is expected to improve the quality of interventions for autistic children by facilitating the development of their psychomotor skills. With this system, it is hoped that educators and therapists can provide more targeted treatment, so that autistic children can develop more optimally according to their individual needs. This structured and data-based approach is also expected to be a reference in the development of other intervention methods in the future
References
S. M. Edelson, "There is no single best treatment for autism," Autism Research Institute.https://www.autism.org/treatment-options/ (accessed May 17, 2023).
Permana, B. A. C., Sadali, M., & Ahmad, R. (2024). Penerapan Model Decision Tree Menggunakan Python Untuk Prediksi Faktor Dominan Penyebab Penyakit Stroke. Infotek: Jurnal Informatika dan Teknologi, 7(1), 23-31.
A. Johnson et al., "Using decision tree algorithms to characterize autism spectrum disorders and guide therapeutic recommendations," Autism Res., vol. 15, no. 3, pp. 159–170, Mar. 2022, doi: 10.1002/aur.2611.
F. Rizki, "Analisis Tingkat Autisme Anak Usia Dini menggunakan Metode Decision Tree," Universitas Cemerlang, 2021.
A. Jones and B. Smith, "Psychomotor skills development in children with autism," J. Autism Res., vol. 14, no. 2, pp. 159–165, Apr. 2021, doi: 10.1007/s10803-020-04673-6.
F. Rahman, "Effective Psychomotoric Therapy," Health Sci. J., vol. 11, no. 3, 2019, doi: 10.36648/1791-809X.11.3.588.
E. Purwanti, "Deteksi Dini Autisme pada Anak-Anak Menggunakan Metode Decision Tree," Jurnal Informatika Mulawarman, vol. 15, no. 1, pp. 32-38, 2020.
Junaidi, W. A. Kusuma, T. Toharudin, R. A. Hendrawan, and R. S. Pontoh, "Deteksi Dini Autisme pada Anak-Anak Menggunakan Algoritma Decision Tree dan Fitur Perilaku," Jurnal Edukasi dan Penelitian Informatika (JEPIN), vol. 6, no. 1, pp. 80-87, 2020.
Wulandari R. A. and W. Widyawan, "Implementasi Metode Decision Tree untuk Mendeteksi Gejala Autisme pada Anak," Jurnal Ilmu Komputer dan Informatika, vol. 5, no. 2, pp. 87-94, 2019.
Permana A. A. and S. Kusumadewi, "Analisis Faktor Risiko Autisme pada Anak Menggunakan Algoritma Decision Tree," Jurnal Sistem Informasi, vol. 16, no. 2, pp. 108-117, 2020.
Asrianto, R., Kartini, R. A., & Amalia, A. “Sistem Pakar Deteksi Dini Autisme Pada Anak Balita Menggunakan Metode Forward Chaining”. JURNAL FASILKOM, 13(01), 27-32, 2023.
Abadi, M.F, “The Complexity Features of Autism Spectrum Disorder Condition,” International Disability Journal, vol. 3, no. 4, 2020.
Deo, R.C, "Machine Learning on Health Information," Science and Technology. Academic Press, 2020.
Mahpuz, M., “Implementasi Algoritma Decision Tree Untuk Mengetahui Faktor Kredit Macet Dan Lancar Di Koperasi Serba Usaha Daruzzakah Rensing Lombok Timur”. Infotek: Jurnal Informatika dan Teknologi, 3(2), 92-103, 2020.
Rahman, F, "Effective Psychomotoric Therapy and Health," Science Journal, Vol 11 No 3, 2019.
Ardhiati, Y, Gambaran Umum Gangguan Spektrum Autisme (ASD). Jurnal Psikologi Terapan dan Pendidikan, 1(1), 28-35, 2019.
I. W. D. Prastya, I. Y. Purbasari, and B. Rahmat, "Implementasi Algoritma C4.5 dalam Diagnosis Autisme pada Anak Menggunakan Rumusan Diagnostic and Statistical Manual of Mental Disorders V," J. Inform. Syst., vol. 1, no. 2, pp. 481, Jul. 2020
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Infotek: Jurnal Informatika dan Teknologi
This work is licensed under a Creative Commons Attribution 4.0 International License.
Semua tulisan pada jurnal ini menjadi tanggung jawab penuh penulis. Jurnal Infotek memberikan akses terbuka terhadap siapapun agar informasi dan temuan pada artikel tersebut bermanfaat bagi semua orang. Jurnal Infotek ini dapat diakses dan diunduh secara gratis, tanpa dipungut biaya sesuai dengan lisense creative commons yang digunakan.Jurnal Infotek is licensed under a Creative Commons Attribution 4.0 International License.
Statistik Pengunjung