Perbandingan Metode Certainty Factor dan Dempster-Shafer dalam Sistem Pakar Diagnosa Penyakit THT
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Errysa Subekthi
*
Universitas Persatuan Islam, Bandung,
Indonesia
(*) Corresponding Author
Abstract
The diagnosis of Ear, Nose, and Throat (ENT) diseases often encounters difficulties in determining the level of certainty of a disease based on the symptoms experienced by the patient. The main issue in this study is how to compare the accuracy levels between the Certainty Factor and Dempster-Shafer methods in expert systems for diagnosing ENT diseases. As a solution, this research applies both methods and analyzes their computational results based on various symptoms entered by patients. The objective of this study is to identify which method is more effective in providing diagnostic certainty. The findings indicate that the Certainty Factor method produces a higher level of certainty compared to the Dempster-Shafer method — for instance, in the case of tonsillitis, achieving 94.68% compared to only 0.02% with Dempster-Shafer. Therefore, the Certainty Factor method is recommended for use in expert systems for ENT disease diagnosis. This study contributes to enhancing understanding of the application of artificial intelligence methods in the medical field, particularly in improving the accuracy of expert systems to assist healthcare professionals in diagnostic decision-making processes.
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References
M. P. Sari and A. Desiani, “Diagnosa Penyakit THT (Telinga, Hidung, Tenggorokan) menggunakan Metode Certainty Factor pada Sistem Pakar,” 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, “Sistem Pakar Diagnosa Penyakit Telinga Hidung Tenggorokan Menggunakan Dempster Shafer: Diagnosis System for Ent Desease Using Dempster Shafer,” Jurnal Sains Komputer dan Teknologi Informasi, vol. 4, no. 2, pp. 43–48, 2022, doi: 10.33084/jsakti.v4i2.3528.
M. Mustaqim, A. G. Ramadhan, and A. Iskandar, “Perbandingan Metode Certainty Factor dan Case Based Reasoning Dalam Mendeteksi Penyakit Arteritis Takayasu,” KLIK: Kajian Ilmiah Informatika dan Komputer, vol. 4, no. 4, pp. 2188–2196, 2024, doi: 10.30865/klik.v4i4.1735.
M. R. Fadhilah and A. Triayudi, “Analisis Perbandingan Metode Dempster Shafer dan Certainty Factor pada Sistem Pakar Untuk Mendeteksi Penyakit Jantung Koroner,” KLIK: Kajian Ilmiah Informatika dan Komputer, vol. 4, no. 4, pp. 2253–2261, 2024, doi: 10.30865/klik.v4i4.1624.
A. Silpiah, D. Arisandi, and W. Yulianti, “Perancangan Sistem Pakar dalam Mendiagnosa Penyakit Skizofrenia dengan Metode Dempster-Shafer,” 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, “Perbandingan Metode CBR dan Dempster-Shafer pada Sistem Pakar Terintegrasi Layanan Kesehatan,” Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi), vol. 5, no. 6, pp. 1143–1152, 2021, doi: 10.29207/resti.v5i6.3612.
M. Syahputra, “Sistem pakar mendiagnosa penyakit ensefalitis menggunakan metode Dempster Shafer,” Jurnal SANTI-Sistem Informasi dan Teknik Informasi, vol. 2, no. 1, pp. 1–9, 2022, doi: 10.58794/santi.v2i1.39.
L. D. Ajisari and P. T. Prasetyaningrum, “Sistem Pakar Diagnosa Penyakit Kardiovaskular Menggunakan Metode Certainty Factor,” 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, “SISTEM PAKAR PENYAKIT PADA TANAMAN SEMANGKA DENGAN METODE CERTAINTY FACTOR,” 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, “Sistem Pakar Diagnosa Penyakit Ginjal Menggunakan Metode Dempster Shafer Di 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, “RANCANG BANGUN SISTEM PAKAR DIAGNOSIS PENYAKIT COVID-19 MENGGUNAKAN METODE DEMPSTER SHAFER,” Prosiding Konferensi Nasional Social & Engineering Polmed (KONSEP), vol. 5, no. 1, pp. 1020–1036, 2024, doi: 10.51510/konsep.v5i1.2025.
B. Azzahra and P. T. Prasetyaningrum, “Analisis Perbandingan Metode Certainty Factor Dan Dempster Shafer Theory Pada System Pakar Untuk Mendeteksi Penyakit Virus Parechovirus Pada Balita,” 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, “Sistem Pakar Untuk Mendiagnosa Penyakit Asam Lambung,” Jurnal Mnemonic, vol. 5, no. 2, pp. 184–190, 2022, doi: 10.36040/mnemonic.v5i2.5192.
H. Hafizah, “Sistem Pakar Untuk Pendiagnosaan Karies Gigi Menggunakan Teorema Bayes,” Jurnal Teknologi Sistem Informasi dan Sistem Komputer 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, “Sistem Pakar Mendiagnosa Kerusakan Handphone Oppo Dengan Menggunakan Teorema Bayes,” Jurnal Teknologi Sistem Informasi Dan Sistem Komputer TGD, vol. 4, no. 1, pp. 112–126, 2021, doi: 10.53513/jsk.v4i1.2626.
R. S. Putra and Y. Yuhandri, “Sistem Pakar dalam Menganalisis Gangguan Jiwa Menggunakan Metode Certainty Factor,” Jurnal Sistim Informasi dan Teknologi, vol. 3, no. 4, pp. 227–232, 2021, doi: 10.37034/jsisfotek.v3i4.70.
D. P. Anggraeni and H. Syafrullah, “Sistem Pakar Diagnosa Gejala Malnutrisi pada Balita Menggunakan Metode Certainty Factor,” Jurnal Informasi dan Teknologi, vol. 5, no. 4, pp. 67–72, 2023, doi: 10.60083/jidt.v5i4.419.
H. Syahputra and D. M. Syafindy, “Sistem Pakar Diagnosa Penyakit Hepatitis Dengan Menggunakan Metode Certainty Factor,” Jurnal Sains Informatika Terapan, vol. 2, no. 1, pp. 45–50, 2023, doi: 10.62357/jsit.v2i1.186.
M. Sajida and G. W. Nurcahyo, “Perancangan Sistem Pakar Dengan Metode Forward Chaining dan Certainty Factor Untuk Mendeteksi Penyakit Kelinci,” Jurnal KomtekInfo, vol. 11, no. 3, pp. 98–105, 2024, doi: 10.35134/komtekinfo.v11i3.546.
S. Pulungan, M. Fakhriza, and A. M. Harahap, “Sistem Pakar Mendiagnosa Penyakit Kanker Nasofaring Sejak Dini Menggunakan Metode Dempster Shafer Berbasis Web,” Jurnal ilmiah Sistem Informasi dan Ilmu Komputer, vol. 3, no. 2, pp. 59–86, 2023, doi: 10.55606/juisik.v3i2.486.
H. Syahputra, “Perancangan Aplikasi Sistem Pakar Untuk Pengobatan Bekam Dengan Metode Dempster Shafer,” Jurnal Sains Informatika Terapan, vol. 2, no. 3, pp. 74–78, 2023, doi: 10.62357/jsit.v2i3.187.
M. T. Hidayatuloh and T. N. Suharsono, “Sistem Pakar Diagnosis Penyakit Infeksi Saluran Pernapasan Akut (ISPA) Menggunakan Metode Dempster Shafer,” 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, “Studi Deskriptif Pasien Tonsilitis di Poli THT RSPAL Dr. Ramelan Surabaya Periode Tahun 2019-2021,” Hang Tuah Medical Journal, vol. 20, no. 2, pp. 235–247, 2023, doi: 10.30649/htmj.v20i2.192.
C. Indrasmara, “Aplikasi Sistem Pakar Deteksi Penyakit THT Pada Anak-Anak Menggunakan Metode Forward Chaining,” Jurnal SANTI-Sistem Informasi dan Teknik Informasi, vol. 2, no. 3, pp. 113–121, 2022, doi: 10.58794/santi.v3i1.232.
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