Implementasi Sistem Pakar Diagnosis Autisme Pada Anak Menggunakan Metode Naïve Bayes


  • Syah Zanul Husna * Mail Universitas Islam Negeri Sumatera Utara, Medan, Indonesia
  • Raissa Amanda Putri Universitas Islam Negeri Sumatera Utara, Medan, Indonesia
  • (*) Corresponding Author
Keywords: Expert System; Autism; Children; Naïve Bayes; Web

Abstract

Autism is a developmental disorder that affects the normal functioning of the brain, thereby affecting a child's communication and social interaction abilities. This disorder poses a problem for children in communicating and forming relationships with their environment. As the number of individuals with autism increases, public  awareness of autism  remains very low. Additionally, most psychologists or psychiatrists are located in major cities, limiting access for rural communities. This leads to many parents struggling to obtain information about autism symptoms. The research method used is the naïve Bayes method, it can be drawn from the system is that it will generate the maximum score despite any disturbances in the provided data. The results of this research align with expert knowledge, suggesting that it can be relied upon to accurately diagnose autism based on the symptoms experienced by individuals. The aim of this study is to build an expert system that can provide information and solutions to parents regarding autism disorders based on their knowledge of the symptoms they experience, enabling users to diagnose autism in their children early on without incurring costs.

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References

Y. Kripsiandita, D. Arifianto, and Q. A’yun, “Deteksi Gangguan Autis Pada Anak Menggunakan Metode Modified K-Nearst Neighbor,” JUSTINDO (Jurnal Sist. dan Teknol. Inf. Indones., vol. 6, no. 1, pp. 31–37, 2021, doi:10.32528/justindo.v6i1.4357.

M. M. S and A. Yasar, “Intelligent Systems and Applications in Engineering Performance Analysis of ANN and Naive Bayes Classification Algorithm for Data Classification,” pp. 0–1, 2019, doi: 10.1039/b000000x.

I. Syaikh, A. Siddik, B. Belitung, I. Syaikh, A. Siddik, and B. Belitung, “Pengaruh Terapi Sensori Integrasi pada Anak Autis yang Mengalami Gangguan Sensori di Pusat Layanan Autis Provinsi Bangka Belitung,” vol. 10, no. 1, pp. 96–110, 2019.

Hayadi, B. H, Sistem Pakar Penyelesaian Kasus Menentukan Minat Baca, Kecenderungan, dan Karakter Siswa dengan metode Forward Chaining.Yogyakarta:Deepublish Publisher, 2018.

R. Mentari, A. Azanuddin, and M. Syaifuddin, “Sistem Pakar Mendiagnosa Misscariage (Keguguran) Pada Ibu Hamil Di Usia Dini Dengan Menggunakan Metode Certainty Factor (Cf),” J. Cyber Tech, no. x, pp. 1–18, 2019, [Online]. Available: https://ojs.trigunadharma.ac.id/index.php/jct/article/view/3401/0.

a] M. Pratiwi, “Sistem Pakar Diagnosis Anak Inklusi Memanfaatkan Fasilitas Interaksi Berbasis Multimedia,” J. Rekayasa Sist. Ind., vol. 5, no. 01, p. 54, 2018, doi: 10.25124/jrsi.v4i02.284.

E. Fuad, R. Aminullah, and Y. Rizki, “Expert System Diagnosa Gangguan Autisme Secara Dini Pada Anak dengan Metode Forward Chaining,” vol. 3, no. 4, pp. 728–737, 2022, doi: 10.47065/bits.v3i4.1413.

E. Halena and N. L. Marpaung, “Aplikasi Sistem Pakar untuk Deteksi Autisme pada Anak Berbasis Web,” J. FTEKNIK, vol. 5, no. 2, pp. 1–9, 2018.

J. Teknologi, S. Informasi, K. Tgd, R. B. Siregar, D. Saripurna, and Z. Fatmaira, “Penerapan Metode Certainty Factor Untuk Diagnosa Penyakit Autisme Pada Anak Sekolah Jurnal Teknologi Sistem Informasi dan Sistem Komputer TGD,” vol. 6, pp. 645–656, 2023.

D. Hastari and F. Bimantoro, “Sistem Pakar untuk Mendiagnosis Gangguan Mental Anak Menggunakan Metode Dempster Shafer,” J-Cosine, vol. 2, no. 2, pp. 71–79, 2018.

Rudianto and Y. E. Achyani, “Penerapan Metode Rapid Application Development pada Sistem Informasi Persediaan Barang berbasis Web,” Bianglala Inform., vol. 8, no. 2, pp. 117–122, 2020, doi: 10.31294/bi.v8i2.8930.

W. W. Ariestya, Y. E. Praptiningsih, And M.Kasfi, “Sistem Pakar Diagnosa Kesehatan Mental,” J. Ilmu Komput. Dan Inform., vol. 2, no. 1, pp. 4471–4480, 2021.

M. P. Putri and H. Effendi, “Implementasi metode rapid application development pada website service guide ‘waterfall tour South Sumatera,’” J. SISFOKOM, vol. 07, no. 02, pp. 130–136, 2018.

M. D. Irawan, A. Widarma, Y. H. Siregar, and R. Rudi, “Penerapan Metode Forward-Backward Chaining pada Sistem Pakar Pencegahan dan Pengobatan Penyakit Sapi,” J. Teknol. dan Inf., vol. 11, no. 1, pp. 14–25, 2021, doi: 10.34010/jati.v11i1.3286

S. Muntari, “Sistem Pakar Diagnosa Penyakit Pada Perokok menggunakan Metode Teorema Naive Bayes,” vol. 3, no. 4, pp. 686–695, 2022, doi: 10.47065/bits.v3i4.1196.

H. Hadi and U. Darusalam, “Penerapan Metode Forward Chaining dan Naïve Bayes Untuk Mendiagnosa Penyakit Tanaman Kakao,” vol. 5, pp. 979–986, 2021, doi: 10.30865/mib.v5i3.3096.

B. Sugara, D. Widyatmoko, B. S. Prakoso, And D. M.Saputro, “Penerapan Algoritma C4.5 untuk Deteksi Dini Autisme Pada Anak, ” Semin. Nas. Teknol. Inf. Dan Komun., Vol. 2018, No.Sentika, Pp. 87-96, 2018.

K. U. Twistiandayani, Terapi Wicara dan Sosial Stories Pada Interaksi Sosial Anak Autis. Surabaya: UMSurabaya Publishing, 2019.

M. N. G. A. Nasir, Pesantren Anak Autis. Yogyakarta: Idea Press Yogyakarta, 2019.

Suleman, W. Pudji, and M. Akhmad, “Perancangan Sistem Pakar Diagnosa Penyakit Autisme Pada Anak Berbasis Android,” J. Speed – Sentra Penelit. Eng. dan Edukasi, vol. 10 No 1, pp. 79–84, 2018.

I. H. Santi and A. I. Septiawan, “Metode Forward Chaining Pada Sistem Pakar Dalam Mendiagnosis Penyakit Kulit,” Antivirus J. Ilm. Tek. Inform., vol. 12, no. 1, pp. 1–12, 2018, doi: 10.35457/antivirus.v12i1.438.


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Article History
Submitted: 2023-09-25
Published: 2023-10-31
Abstract View: 582 times
PDF Download: 562 times
How to Cite
Husna, S., & Putri, R. (2023). Implementasi Sistem Pakar Diagnosis Autisme Pada Anak Menggunakan Metode Naïve Bayes. Journal of Information System Research (JOSH), 5(1), 319-330. https://doi.org/10.47065/josh.v5i1.4327
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