Dempster Shafer Analysis in Mental and Emotional Health Monitoring

Authors

  • Asyahri Hadi Nasyuha Universitas Teknologi Digital Indonesia
  • Dini Fakta Sari Universitas Teknologi Digital Indonesia
  • Azanuddin Politeknik Negeri Medan
  • Muhammad Hafidz Ady Khoiri Universitas Teknologi Digital Indonesia

DOI:

https://doi.org/10.31294/p.v26i2.5044

Keywords:

Expert System, Dempster Shafer, Mental and Emotional Health

Abstract

Monitoring and diagnosing mental and emotional health is a significant challenge in the healthcare field due to its complex and subjective nature. This research aims to develop an expert system using the Dempster-Shafer method in monitoring and diagnosing mental and emotional health conditions. The Dempster-Shafer method was chosen because of its ability to handle uncertainty and combine various evidence from different information sources. This analysis is designed to identify seven types of mental and emotional illness by considering twenty-four related symptoms. The results of the analysis show that this expert system can provide a more accurate and comprehensive assessment compared to conventional methods. It is hoped that the implementation of this expert system can be an effective tool for medical personnel in making diagnoses and determining appropriate treatment steps for patients with mental and emotional health conditions. This study also highlights the potential of the Dempster-Shafer method in other applications that require evidence-based analysis under uncertainty.

References

Abdullah, S., & Choudhury, T. (2018). Sensing Technologies for Monitoring Serious Mental Illnesses. IEEE Multimedia, 25(1), 61–75. https://doi.org/10.1109/MMUL.2018.011921236

Aldo, D. (2020). Sistem Pakar Diagnosis Hama Dan Penyakit Bawang Merah Menggunakan Metode Dempster Shafer. Komputika: Jurnal Sistem Komputer, 9(2), 85–93. https://doi.org/10.34010/komputika.v9i2.2884

Anggriani. (2023). Sistem Pakar Untuk Mendiagnosa Gangguan Kesehatan Mental Menggunakan Metode Forward Chaining. Jurnal SANTI - Sistem Informasi Dan Teknik Informasi, 3(1), 10–18. https://doi.org/10.58794/santi.v3i1.255

Annisa, R. (2018). Sistem Pakar Metode Certainty Factor Untuk Mendiagnosa Tipe Skizofrenia. IJCIT (Indonesian Journal on Computer and Information Technology, 3(1), 40–46

Campbell, K., Massey, D., Broadbent, M., & Clarke, K. A. (2019). Factors influencing clinical decision making used by mental health nurses to provide provisional diagnosis: A scoping review. International Journal of Mental Health Nursing, 28(2), 407–424. https://doi.org/10.1111/inm.12553

Das, K. V., Jones-Harrell, C., Fan, Y., Ramaswami, A., Orlove, B., & Botchwey, N. (2020). Understanding subjective well-being: perspectives from psychology and public health. Public Health Reviews, 41(1), 1–32. https://doi.org/10.1186/s40985-020-00142-5

Erwis, F., Suherdi, D., Pranata, A., & Nasyuha, A. H. (2022). Penerapan Metode Hybrid Case Base Pada Sistem Pakar Diagnosa Penyakit Obesitas. 6, 378–385. https://doi.org/10.30865/mib.v6i1.3491

Ferdiansyah, W. R., Muflikhah, L., & Adinugroho, S. (2018). Sistem Pakar Diagnosis Penyakit Pada Kambing Menggunakan Metode Dempster Shafer. Jurnal Pengembangan Teknologi Informasi Dan Ilmu Komputer, 2(8), 2587–2594. http://j-ptiik.ub.ac.id

Kirman, K., Saputra, A., & Sukmana, J. (2019). Sistem Pakar Untuk Mendiagnosis Penyakit Lambung Dan Penanganannya Menggunakan Metode Dempster Shafer. Pseudocode, 6(1), 58–66. https://doi.org/10.33369/pseudocode.6.1.58-66

Nasyuha, Asyahri Hadi, Perangin Angin, M. I., & Marsono, M. M. (2020). Implementasi Dempster Shafer Dalam Diagnosa Penyakit Impetigo Pada Balita. Jurnal Media Informatika Budidarma, 4(3), 700. https://doi.org/10.30865/mib.v4i3.1901

Nasyuha, Asyhari Hadi, Syahra, Y., Iswan Perangin-Angin, M., Habibie, D. R., & Subagyo, A. A. (2023). Sistem Pakar Dalam Mendiagnosis Penyakit Leishmaniasis Menerapkan Metode Case-Based Reasoning (CBR). Jurnal Media Informatika Budidarma, 7(2), 747–755. https://doi.org/10.30865/mib.v7i2.6057

Nurhafiyah, I., & Marcos, H. (2023). Sistem Pakar Diagnosis Kesehatan Mental Pada Mahasiswa Universitas Amikom Purwokerto. Komputa: Jurnal Ilmiah Komputer Dan Informatika, 12(1), 49–56. https://doi.org/10.34010/komputa.v12i1.8978

Purwadi, P., & Nasyuha, A. H. (2022). Implementasi Teorema Bayes Untuk Diagnosa Penyakit Hawar Daun Bakteri (Kresek) Dan Penyakit Blas Tanaman Padi. JURIKOM (Jurnal Riset Komputer), 9(4), 777. https://doi.org/10.30865/jurikom.v9i4.4350

Ramadhan, P. S., & Sitorus Pane, U. F. S. (2018). Analisis Perbandingan Metode (Certainty Factor, Dempster Shafer dan Teorema Bayes ) untuk Mendiagnosa Penyakit Inflamasi Dermatitis Imun pada Anak. Jurnal SAINTIKOM (Jurnal Sains Manajemen Informatika Dan Komputer), 17(2), 151. https://doi.org/10.53513/jis.v17i2.38

Ramadhani, R. A., Helilintar, R., & Rochana, S. (2017). Perancangan Sistem Diagonosa Penyakit Hepatitis Menggunakan Metode Knn. ILKOM Jurnal Ilmiah, 9(2), 145–152. https://doi.org/10.33096/ilkom.v9i2.129.145-152

Riansyah, B., Kurniawan, D., & Same, M. (2021). Sistem Pakar Diagnosa Penyakit Tanaman Kopi Menggunakan Metode Dempster Shafer. Jurnal Komputasi, 9(1). https://doi.org/10.23960/komputasi.v9i1.2420

Rizky, F., Zulham, Z., Nasyuha, A. H., Elyas, A. H., & Kartadie, R. (2023). Analisis Perbandingan Certainty Factor dan Dempster Shafer Dalam Diagnosis Penyakit Porfiria Menggunakan Metode Perbandingan Eksponensial. Building of Informatics, Technology and Science (BITS), 5(1), 171–180. https://doi.org/10.47065/bits.v5i1.3611

Rosana, A., Pasek, G., Wijaya, S., & Bimantoro, F. (2020). Sistem Pakar Diagnosa Penyakit Kulit pada Manusia dengan Metode Dempster Shafer (Expert System of Diagnosing Skin Disease of Human being using Dempster Shafer Method). J-Cosine, 4(2), 129–138

Sari, V. W., Zunaidi, M., Nasyuha, A. H., & Marsono, M. (2022). Penerapan Metode Dempster Shafer Untuk Diagnosa Penyakit Batu Karang. Jurnal Media Informatika Budidarma, 6(3), 1686. https://doi.org/10.30865/mib.v6i3.4140

Wahyuni, D., & Winarso, D. (2021). Penerapan Metode Rule Based Reasoning Dalam Sistem Pakar Deteksi Dini Gangguan Kesehatan Mental Pada Mahasiswa. Journal of Software Engineering and Information Systems, 2(2), 1–10. https://doi.org/10.37859/seis.v2i2.3991

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Published

2024-10-03

How to Cite

Nasyuha, A. H., Sari, D. F., Azanuddin, A., & Khoiri, M. H. A. (2024). Dempster Shafer Analysis in Mental and Emotional Health Monitoring. Paradigma - Jurnal Komputer Dan Informatika, 26(2), 73-79. https://doi.org/10.31294/p.v26i2.5044