Penerapan Metode Dempster Shafer Pada Sistem Pakar Diagnosis Penyakit Kejiwaan

Authors

  • Nur Arifah Raharisti Teknik Informatika, Universitas Duta Bangsa Surakarta
  • Vihi Atina Universitas Duta Bangsa Surakarta
  • Dwi Hartanti Universitas Duta Bangsa Surakarta

DOI:

https://doi.org/10.29408/jit.v7i2.26123

Keywords:

Dempster Shafer, Mental Illness, Expert Systems

Abstract

Mental illness is a condition where the sufferer has problems related to mental, physical, developmental and social disorders which can hinder the life process in interacting with the environment or other people properly. Limited mental health service facilities and a lack of understanding about mental illness often cause sufferers to ignore their condition, which can worsen their illness. From this problem, so it is necessary to have an expert system that can diagnose mental illness. This research aims to produce the design and development of an expert system for diagnosing mental illness so that it is able to overcome existing limitations and reduce the level of risk of mental illness. The Dempster Shafer method is used to assess the level of confidence in decision making regarding a disease by paying attention to each selected symptom value. This research produces an expert system that includes 28 symptom data and 5 disease data providing output in the form of diagnosis results, symptoms, the highest percentage of a disease and appropriate advice. This system has been tested with 15 test data, with an accuracy success rate of 86.6%.

References

F. Nuraeni, R. E. G. Rahayu, and M. R. Renaldi, “Aplikasi Sistem Pakar Diagnosa Penyakit Kejiwaan Berbasis Web Menggunakan Forward Chaining dan Certainty Factor,” Jurnal Algoritma, vol. 19, no. 2, pp. 620–629, Nov. 2022, doi: 10.33364/algoritma/v.19-2.1169.

W. Wahid, G. W. Nurcahyo, and S. Sumijan, “Sistem Pakar Metode Forward Chaining untuk Psikoterapi Kejiwaan terhadap Penyakit Kepribadian Genetik,” Jurnal Informasi dan Teknologi, Sep. 2020, doi: 10.37034/jidt.v2i4.72.

Marhalim, Andilala, T. D. Putra, and N. Adiansa, “Implementasi Certainty Factor Dalam Diagnosa Penyakit Kejiwaan,” JTSI, vol. 4, no. 3, pp. 42-49, Dec. 2021, doi: 10.36085/jtis.v4i3.2797.

Y. istiqomah, J. Maulindar, and D. Hartanti, “Rancang Bangun Sistem Pakar Untuk Mendiagnosa Penyakit Dispepsia Dengan Metode Forward Chaining,” Infotek : Jurnal Informatika dan Teknologi, vol. 6, no. 2, pp. 390–399, Jul. 2023, doi: 10.29408/jit.v6i2.17438.

D. Aldo, “Sistem Pakar Diagnosis Hama Dan Penyakit Bawang Merah Menggunakan Metode Dempster Shafer,” Komputika : Jurnal Sistem Komputer, vol. 9, no. 2, pp. 85–93, Oct. 2020, doi: 10.34010/komputika.v9i2.2884.

S. Nopita, M. Simanjuntak, and I. Lubis, “The Use Of Dempster Shafer’s Method For Diagnosing Acute Renal Failure In Children,” Journal of Mathematics and Technology (MATECH), vol. 2, no. 2, pp. 142–156, Nov. 2023.

R. J. Barus and A. Simangunsong, “Sistem Pakar Diagnosa Penyakit Kejiwaan Pada Pasien Jiwa Dengan Metode Naive Bayes,” JURNAL MAHAJANA INFORMASI, vol. 6, no. 2, pp. 24–31, Dec. 2021, doi: 10.51544/jurnalmi.v6i2.2336.

A. Saputra, A. Eviyanti, and Y. Findawati, “Sistem Pakar Diagnosa Penyakit Kejiwaan Menggunakan Metode Forward Chaining,” JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika), vol. 8, no. 4, pp. 1300–1313, Nov. 2023, doi: 10.29100/jipi.v8i4.4228.

A. Al Ghifari, A. Saputra, A. Nur Qalbani, G. Nur Dwiansyah, and P. Rosyani, “Sistem Pakar Dalam Menganalisis Gangguan Kejiwaan Menggunakan Metode Certainty Factor,” JRIIN :Jurnal Riset Informatika dan Inovasi, vol. 1, no. 1, pp. 262–266, Jul. 2023.

C. Cahyani, L. Yulianti, and D. Lianda, “Sistem Pakar Untuk Mendiagnosa Gangguan Skizofrenia Menggunakan Metode Dempster Shafer,” JURNAL MEDIA INFOTAMA, vol. 20, no. 1, Apr. 2024, doi: 10.37676/jmi.v20i1.5372.

B. Wahyu Pamekas and N. Faiq Muhammad, “Perancangan Sistem Pakar Untuk Mendeteksi Gejala Kerusakan Pada Komputer Menggunakan Metode Forward Chaining,” DutaCom, vol. 17, no. 1, pp. 58–66, Feb. 2023, doi: 10.47701/dutacom.v17i1.3782.

S. Sholikhah, D. Kurniadi, and A. Riansyah, “Sistem Pakar Menggunakan Metode Forward Chaining untuk Diagnosa Hama dan Penyakit Tanaman Padi,” Sultan Agung Fundamental Research Journal, vol. 2, no. 2, 2021, doi: 10.30659/safrj.2.2.103-110.

M. Saiful and A. Alimuddin, “Sistem Pakar Diagnosa Penyakit Pencernaan dan Solusi Penanganan dengan Metode Forward Chaining Berbasis Web,” Infotek : Jurnal Informatika dan Teknologi, vol. 3, no. 1, pp. 42–50, Feb. 2020, doi: 10.29408/jit.v3i1.1816.

M. K. Lubis, “Sistem Pakar Diagnosa Penyakit Skizofrenia Dengan Menerapkan Kombinasi Metode Constraint Satisfaction Problem (CSP) Dan Metode Certainty Factor,” Jurnal Sains dan Teknologi Informasi, vol. 2, no. 2, pp. 57–66, Mar. 2023, doi: 10.47065/jussi.v2i2.3289.

F. Ernia, A. T. Sumpala, Y. P. Pasrun, and M. Muchtar, “Sistem Pakar Hama dan Penyakit Tanaman Cabai Rawit menggunakan Metode Dempster Shafer,” in Prosiding Seminar Nasional Pemanfaatan Sains dan Teknologi Informasi 2023, vol. 1, no. 1, pp. 401-408, 2023.

A. Setiawan, V. Atina, and D. Hartanti, “Sistem Pakar Diagnosa Penyakit Infeksius Hewan Ternak Sapi,” in Prosiding Seminar Nasional Teknologi Informasi dan Bisnis (SENATIB) 2023, 2023

A. Sudianto, L. K. Wijaya, J. Jumawal, and M. Mahpuz, “Penerapan Aplikasi Warung Media Berbasis Android Guna Meningkatkan Promosi dan Penjualan”, INFOTEK, vol. 7, no. 1, pp. 267–275, Jan. 2024.

A. Sudianto, M. Wasil, and M. Mahpuz, “Penerapan Sistem Informasi Geografis dalam Pemetaan Sebaran Kasus Gizi Buruk,” Infotek : Jurnal Informatika dan Teknologi, vol. 4, no. 2, pp. 142–150, Jul. 2021, doi: 10.29408/jit.v4i2.3559.

Downloads

Published

24-07-2024

How to Cite

Raharisti, N. A., Atina, V., & Hartanti, D. (2024). Penerapan Metode Dempster Shafer Pada Sistem Pakar Diagnosis Penyakit Kejiwaan. Infotek: Jurnal Informatika Dan Teknologi, 7(2), 467–477. https://doi.org/10.29408/jit.v7i2.26123

Similar Articles

<< < 1 2 3 4 5 > >> 

You may also start an advanced similarity search for this article.