Comparison of Certainty Factor and Dempster-Shafer Methods in ENT Disease Diagnosis Expert System


  • Susy Katarina Sianturi * Mail Sekolah Tinggi Teknologi Ilmu Komputer Insan Unggul, Banten, Indonesia
  • Teguh Sutopo Sekolah Tinggi Teknologi Ilmu Komputer Insan Unggul, Banten, Indonesia
  • Dina Satriani Sekolah Tinggi Teknologi Ilmu Komputer Insan Unggul, Banten, Indonesia
  • Gustina Gustina Sekolah Tinggi Teknologi Ilmu Komputer Insan Unggul, Banten, Indonesia
  • Ali Faozin Sekolah Tinggi Teknologi Ilmu Komputer Insan Unggul, Banten, Indonesia
  • (*) Corresponding Author
Keywords: Expert System; Certainty Factor; Dempster-Shafer; Diagnosis of ENT Diseases

Abstract

Diagnosis of Ear, Nose, and Throat (ENT) diseases often faces obstacles in determining the level of certainty of a disease based on the symptoms experienced by the patient. The main problem in this research is how to compare the level of accuracy between the Certainty Factor and Dempster-Shafer methods in an expert system for diagnosing ENT diseases. As a solution, this research applies both methods and analyzes the results of their calculations on various symptoms entered by the patient. The purpose of this research is to determine which method is more effective in providing certainty of diagnosis. The results show that the Certainty Factor method produces a higher level of certainty than Dempster-Shafer, for example in Tonsillitis disease which reaches 94.68% compared to 0.02% in Dempster-Shafer. Thus, the Certainty Factor method is more recommended for ENT disease diagnosis expert systems. The contribution of this research is to provide insight into the use of artificial intelligence methods in the medical field, especially in improving the accuracy of expert systems to assist health workers in making diagnostic decisions.

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References

M. P. Sari and A. Desiani, “Diagnosis of ENT (Ear, Nose, Throat) Diseases using the Certainty Factor Method in Expert Systems,” Journal of Artificial Intelligence and Software Engineering, vol. 3, no. 1, pp. 7–13, 2023, doi: 10.30811/jaise.v3i1.3902.

S. Nurhayati, M. Tonggiroh, and N. Aini, “Expert System for Ear, Nose, and Throat Disease Diagnosis Using Dempster Shafer: Diagnosis System for Ent Disease Using Dempster Shafer,” Journal of Computer Science and Information Technology, vol. 4, no. 2, pp. 43–48, 2022, doi: 10.33084/jsakti.v4i2.3528.

M. Mustaqim, A. G. Ramadhan, and A. Iskandar, “Comparison of Certainty Factor and Case Based Reasoning Methods in Detecting Takayasu Arteritis Disease,” KLIK: Scientific Review of Informatics and Computers, vol. 4, no. 4, pp. 2188–2196, 2024, doi: 10.30865/klik.v4i4.1735.

M. R. Fadhilah and A. Triayudi, “Comparative Analysis of Dempster Shafer and Certainty Factor Methods in Expert Systems to Detect Coronary Heart Disease,” KLIK: Informatics and Computer Science Study, vol. 4, no. 4, pp. 2253–2261, 2024, doi: 10.30865/klik.v4i4.1624.

A. Silpiah, D. Arisandi, and W. Yulianti, “Expert System Design in Diagnosing Schizophrenia with the Dempster-Shafer Method,” Explorer (Hayward), vol. 1, no. 1, pp. 14–20, 2021, doi: 10.47065/explorer.v1i1.37.

I. Istiadi, E. B. Sulistiarini, R. Joegijantoro, and A. N. Suksmawati, “Comparison of CBR and Dempster-Shafer Methods in Integrated Expert Systems for Health Services,” RESTI Journal (System Engineering and Information Technology), vol. 5, no. 6, pp. 1143–1152, 2021, doi: 10.29207/resti.v5i6.3612.

M. Syahputra, “Expert system to diagnose encephalitis disease using the Dempster Shafer method,” Jurnal SANTI-Information Systems and Information Engineering, vol. 2, no. 1, pp. 1–9, 2022, doi: 10.58794/santi.v2i1.39.

L. D. Ajisari and P. T. Prasetyaningrum, “Expert System for Cardiovascular Disease Diagnosis Using Certainty Factor Method,” Journal of Computer and Information Systems Ampera, vol. 5, no. 2, pp. 121–137, 2024, doi: 10.51519/journalcisa.v5i1.471.

M. H. Lubis, D. Martina, and I. Iskandar, “EXPERT SYSTEM OF WATERMELON PLANT DISEASES USING CERTAINTY FACTOR METHOD,” JOURNAL OF SCIENCE AND SOCIAL RESEARCH, vol. 8, no. 1, pp. 270–275, 2025, doi: 10.54314/jssr.v8i1.2703.

R. P. A. Parapak, K. Saputra, H. Nasution, Z. Indra, and I. Taufik, “Expert System for Kidney Disease Diagnosis Using the Dempster Shafer Method at RSUD Pirngadi Medan,” Innovative: Journal Of Social Science Research, vol. 4, no. 5, pp. 8457–8468, 2024, doi: 10.31004/innovative.v4i5.15895.

M. F. Al-Zikri, A. P. Sembiring, and H. R. Safitri, “DESIGN OF EXPERT SYSTEM FOR COVID-19 DISEASE DIAGNOSIS USING DEMPSTER SHAFER METHOD,” Proceedings of National Conference on Social & Engineering Polmed (KONSEP), vol. 5, no. 1, pp. 1020–1036, 2024, doi: 10.51510/konsep.v5i1.2025.

B. Azzahra and P. T. Prasetyaningrum, “Comparative Analysis of Certainty Factor Method and Dempster Shafer Theory in Expert System to Detect Parechovirus Disease in Toddlers,” Innovative: Journal of Social Science Research, vol. 4, no. 3, pp. 17389–17400, 2024, doi: 10.31004/innovative.v4i3.12630.

E. S. Susanto, H. Herfandi, and M. Rizky, “Expert System for Diagnosing Gastric Acid Disease,” Jurnal Mnemonic, vol. 5, no. 2, pp. 184–190, 2022, doi: 10.36040/mnemonic.v5i2.5192.

H. Hafizah, “Expert System for Dental Caries Diagnosis Using Bayes Theorem,” Journal of Information Systems Technology and Computer Systems TGD, vol. 4, no. 1, pp. 103–111, 2021, doi: 10.53513/jsk.v4i1.2625.

S. N. Arif, M. Syahril, S. Kusnasari, and H. Winata, “Expert System for Diagnosing Oppo Mobile Phone Damage Using Bayes Theorem,” Journal of Information Systems Technology and Computer Systems TGD, vol. 4, no. 1, pp. 112–126, 2021, doi: 10.53513/jsk.v4i1.2626.

R. S. Putra and Y. Yuhandri, “Expert System in Analyzing Mental Disorders Using Certainty Factor Method,” Journal of Information Systems and Technology, vol. 3, no. 4, pp. 227–232, 2021, doi: 10.37034/jsisfotek.v3i4.70.

D. P. Anggraeni and H. Syafrullah, “Expert System for Diagnosing Malnutrition Symptoms in Toddlers Using the Certainty Factor Method,” Journal of Information and Technology, vol. 5, no. 4, pp. 67–72, 2023, doi: 10.60083/jidt.v5i4.419.

H. Syahputra and D. M. Syafindy, “Expert System for Diagnosing Hepatitis Disease Using the Certainty Factor Method,” Journal of Applied Informatics Science, vol. 2, no. 1, pp. 45–50, 2023, doi: 10.62357/jsit.v2i1.186.

M. Sajida and G. W. Nurcahyo, “Expert System Design Using Forward Chaining and Certainty Factor Methods to Detect Rabbit Diseases,” Jurnal KomtekInfo, vol. 11, no. 3, pp. 98–105, 2024, doi: 10.35134/komtekinfo.v11i3.546.

S. Pulungan, M. Fakhriza, and A. M. Harahap, “Expert System for Early Diagnosis of Nasopharyngeal Cancer Using Web-Based Dempster Shafer Method,” Scientific Journal of Information Systems and Computer Science, vol. 3, no. 2, pp. 59–86, 2023, doi: 10.55606/juisik.v3i2.486.

H. Syahputra, “Design of Expert System Application for Cupping Treatment Using Dempster Shafer Method,” Journal of Applied Informatics Science, vol. 2, no. 3, pp. 74–78, 2023, doi: 10.62357/jsit.v2i3.187.

M. T. Hidayatuloh and T. N. Suharsono, “Expert System for Diagnosis of Acute Respiratory Infection (ARI) Using the Dempster Shafer Method,” Digital Transformation Technology, vol. 3, no. 2, pp. 489–498, 2023, doi: 10.47709/digitech.v3i2.2894.

A. M. N. U. R. PUTRI, P. E. K. A. POERWANTININGROEM, and C. WAHYURINI, “Descriptive Study of Tonsillitis Patients in the ENT Clinic of Dr. Ramelan Hospital, Surabaya, 2019-2021 Period,” Hang Tuah Medical Journal, vol. 20, no. 2, pp. 235–247, 2023, doi: 10.30649/htmj.v20i2.192.

C. Indrasmara, “Expert System Application for Detecting ENT Diseases in Children Using the Forward Chaining Method,” Jurnal SANTI-Information Systems and Information Engineering, vol. 2, no. 3, pp. 113–121, 2022, doi: 10.58794/santi.v3i1.232.


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Article History
Submitted: 2025-05-29
Published: 2025-06-30
Abstract View: 367 times
PDF Download: 284 times
How to Cite
Sianturi, S., Sutopo, T., Satriani, D., Gustina, G., & Faozin, A. (2025). Comparison of Certainty Factor and Dempster-Shafer Methods in ENT Disease Diagnosis Expert System. Building of Informatics, Technology and Science (BITS), 7(1), 708-719. https://doi.org/10.47065/bits.v7i1.7465
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