Analisis Perbandingan Metode Certainty Factor dan Teorema Bayes untuk Mendiagnosa Penyakit Autis Pada Anak
DOI:
https://doi.org/10.30865/mib.v5i2.2930Keywords:
Autism, Certainty Factor Method, Bayes Theorem MethodAbstract
This study discusses the design of a system that specifically addresses the problem of autism in children. Autism is a behavior that occurs to a person, especially a child, which makes social interaction difficult. The expert system is a system that represents the ability of an expert into a machine, where in this study, it discusses how to analyze 2 methods in an expert system, namely the Certainty Factor and the Bayes Theorem for diagnosing autism in children which aims to determine which method is the most appropriate and good to use. or implemented into an application. which will be useful later in determining the category of children with autism. Based on the research conducted by the author, a simple description of the comparative analysis of the Certainty Factor and Bayes Theorem methods is obtained where the Certainty Factor method has a calculation accuracy above 90%.References
H. F. Qoriani, A. Ambarwati, S. Informasi, F. I. Komputer, and U. N. Surabaya, “Diagnosa gangguan autisme pada anak berbasis perangkat bergerak android,†vol. 23, no. 2, pp. 7–13, 2015.
M. Aldrin, Z. Zukhri, and A. B. Cahyono, “Sistem Pakar untuk Mendiagnosis Autisme,†Semin. Nas. Inform. Medis, vol. 8, pp. 60–61, 2017.
R. Rachman, “Penerapan Sistem Pakar Untuk Diagnosa Autis Dengan Metode Forward Chaining,†J. Inform., vol. 6, no. 2, pp. 218–225, 2019, doi: 10.31311/ji.v6i2.5522.
W. O. I. Amir, “Identifikasi Tingkat Pengetahuan Ibu Tentang Diet Casein Free dan Gluten Free pada Anak Autis,†JOM FKp, Vol., vol. 5, no. 2, pp. 677–682, 2018.
S. Siyoto, “Visual Schedule towards the Decline of Behavioral Problems in Feeding Activities and Defecation in Children with Autism,†J. NERS, vol. 10, no. 2, p. 250, 2015, doi: 10.20473/jn.v10i22015.250-255.
Asrizal, “Penanganan Anak Autis dalam Interaksi Sosial,†J. PKS, vol. 15, no. 1, pp. 1–8, 2016.
R. Dewi, Inayatillah, and R. Yullyana, “Pengalaman Orangtua dalam Mengasuh Anak Autis di Kota Banda Aceh,†Psikoislamedia J. Psikol., vol. 3, no. 2, pp. 288–301, 2018.
T. Ballerina, “Meningkatkan Rentang Perhatian Anak Autis dalam Pembelajaran Pengenalan Huruf,†Inklusi, vol. 3, no. 2, p. 245, 2017, doi: 10.14421/ijds.030205.
L. S. A. Prasetyoningsih, “Pengembangan Tindak Bahasa Terapi Dalam Intervensi Anak Autis Spektrum Perilaku,†Litera, vol. 15, no. 1, pp. 120–127, 2016, doi: 10.21831/ltr.v15i1.9771.
A. Al-Ajlan, “The Comparison between Forward and Backward Chaining,†Int. J. Mach. Learn. Comput., vol. 5, no. 2, pp. 106–113, 2015, doi: 10.7763/ijmlc.2015.v5.492.
T. Wang, G. Zhang, J. Zhao, Z. He, J. Wang, and M. J. Perez-Jimenez, “Fault diagnosis of electric power systems based on fuzzy reasoning spiking neural p systems,†IEEE Trans. Power Syst., vol. 30, no. 3, pp. 1182–1194, 2015, doi: 10.1109/TPWRS.2014.2347699.
M. S. Hossain, F. Ahmed, Fatema-Tuj-Johora, and K. Andersson, “A Belief Rule Based Expert System to Assess Tuberculosis under Uncertainty,†J. Med. Syst., vol. 41, no. 3, 2017, doi: 10.1007/s10916-017-0685-8.
P. S. Ramadhan and U. F. S. Pane, “Analisis Perbandingan Metode (Certainty Factor, Dempster Shafer dan Teorema Bayes) untuk Mendiagnosa Penyakit Inflamasi Dermatitis Imun pada Anak,†J. SAINTIKOM (Jurnal Sains Manaj. Inform. dan Komputer), vol. 17, no. 2, pp. 151–157, 2018.
M. T. Pallangan, V. C. Poekoel, and A. Sambul, “Sistem Pakar Diagnosa Autisme pada Balita Berbasis Android,†J. Tek. Inform., vol. 10, no. 1, pp. 1–7, 2017, doi: 10.35793/jti.10.1.2017.15804.
D. Nofriansyah, P. S. Ramadhan, and B. Andika, “Perancangan Aplikasi Sistem Pakar untuk Mendeteksi Jenis Racun dan Spesies Ular pada Pasien yang Terkena Racun Bisa Ular Menggunakan Metode Certainty Factor,†J. SAINTIKOM, vol. 14, no. 2, pp. 93–104, 2015.
T. Arifadhi and N. Susanti, “Pengaruh Penatalaksanaan Fisioterapi Pada Anak Kondisi Autisme Dengan Modalitas Play Exercise (Perceptual Motor Program) Dan Hidroterapi (Balance and Coordination) Di YPAC Surakarta,†J. PENA, vol. 33, no. 2, pp. 53–62, 2019.
Suleman,"Perancangan Sistem Pakar Diagnosa Penyakit Autisme Pada Anak Berbasis Android", Journal Speed – Sentra Penelitian Engineering dan Edukasi – Volume 10 No 1 – 2018
American Psychiatric Assosiation ,"Buku DSM – IV -Diagnostic and Statistical Manual Of Mental Disorder".
Downloads
Published
Issue
Section
License
This work is licensed under a Creative Commons Attribution 4.0 International License
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under Creative Commons Attribution 4.0 International License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (Refer to The Effect of Open Access).
