IMPLEMENTATION OF CERTAINTY FACTOR IN AN EXPERT SYSTEM FOR DIAGNOSING ORAL CANCER

Authors

  • Nurhasan Nugroho Universitas Bina Bangsa
  • Nurdiana Handayani Universitas Muhammadiyah Tangerang
  • Rachmat Destriana Universitas Muhammadiyah Tangerang
  • Tia Ernawati AMIK Citra Buana Indonesia
(*) Corresponding Author

DOI:

https://doi.org/10.34288/jri.v4i1.141

Keywords:

certainty factor, expert system, oral cancer

Abstract

Oral cancer or oral cavity cancer is cancer that attacks the epithelial tissue of the oral mucosa. Cancer is a disease with a high mortality rate. So, it is very important to be able to provide information to the public about oral cancer. One way to help diagnose disease is to use an expert system. In this study, an expert system application was developed to diagnose oral cancer based on symptoms and produce a diagnosis and treatment solution. The expert system developed using the certainty factor algorithm (CF). Where is able to overcome uncertainty by providing a value level of trust from experts and users. From the results of the accuracy test, it shows a value of 87%, so the system can function properly.

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References

Agustina, E., Pratomo, I., Wibawa, A. D., & Rahayu, S. (2017). Expert System for Diagnosis Pests and Diseases of the Rice Plant Using Forward Chaining and Certainty Factor Method. 2017 International Seminar on Intelligent Technology and Its Application, 266–270. https://doi.org/10.1109/ISITIA.2017.8124092

Astuti, I., Sutarno, H., & Rasim. (2017). The Expert System of Children’s Digestive Tract Diseases Diagnostic using Combination of Forward Chaining and Certainty Factor Methods. 2017 3rd International Conference on Science in Information Technology:(ICSITech), 608–612. https://doi.org/10.1109/ICSITech.2017.8257185

Borman, R. I., Napianto, R., Nurlandari, P., & Abidin, Z. (2020). Implementasi Certainty Factor Dalam Mengatasi Ketidakpastian Pada Sistem Pakar Diagnosa Penyakit Kuda Laut. JURTEKSI (Jurnal Teknologi Dan Sistem Informasi), VII(1), 1–8.

Borman, R. I., & Purwanto, Y. (2019). Impelementasi Multimedia Development Life Cycle pada Pengembangan Game Edukasi. JEPIN (Jurnal Edukasi Dan Penelitian Informatika)(Jurnal Edukasi Dan Penelitian Informatika), 5(2), 119–124.

Borman, R. I., Putra, Y. P., Fernando, Y., Kurniawan, D. E., Prasetyawan, P., & Ahmad, I. (2018). Designing an Android-based Space Travel Application Trough Virtual Reality for Teaching Media. Proceedings of the 2018 International Conference on Applied Engineering, ICAE. https://doi.org/10.1109/INCAE.2018.8579394

Desnelita, Y., Rukun, K., Syahril, Nasien, D., Gustientiedina, G. P. A. I., & Vitriani. (2018). Intelligent Decision Support System Using Certainty Factor Method for Selection Student Career. Proceedings - 2018 2nd International Conference on Electrical Engineering and Informatics: Toward the Most Efficient Way of Making and Dealing with Future Electrical Power System and Big Data Analysis, ICon EEI 2018, 18–23. https://doi.org/10.1109/ICon-EEI.2018.8784143

Fahmi, H., Nababan, A. A., Jannah, M., Khairani, M., Lubis, Y. F. A., & Fahri, S. (2020). Analysis of Certainty Factor Methods to Determine Skills in Generation Y. MECnIT 2020 - International Conference on Mechanical, Electronics, Computer, and Industrial Technology, 222–225. https://doi.org/10.1109/MECnIT48290.2020.9166646

Fahrozi, W., Harahap, C. B., Syahputra, A., & Pane, R. (2019). Expert System of Diagnosing Koi’s Fish Disease by Certainty Factor Method. 2018 6th International Conference on Cyber and IT Service Management, CITSM 2018, 8–12. https://doi.org/10.1109/CITSM.2018.8674326

Hairani, Abdillah, M. N., & Innuddin, M. (2019). An Expert System for Diagnosis of Rheumatic Disease Types Using Forward Chaining Inference and Certainty Factor Method. Proceedings of 2019 4th International Conference on Sustainable Information Engineering and Technology, SIET 2019, 104–109. https://doi.org/10.1109/SIET48054.2019.8986035

Herdiansah, A., Borman, R. I., & Maylinda, S. (2021). Sistem Informasi Monitoring dan Reporting Quality Control Proses Laminating Berbasis Web Framework Laravel. Jurnal TEKNO KOMPAK, 15(2), 13–24.

Irmawati, A. (2020). Penurunan Risiko Kanker Rongga Mulut Melalui Olahraga. Retrieved from Unair News website: http://news.unair.ac.id/2020/08/24/penurunan-risiko-kanker-rongga-mulut-melalui-olahraga/

Konstantinopoulou, G., Kovas, K., Hatzilygeroudis, I., & Prentzas, J. (2019). An Approach using Certainty Factor Rules for Aphasia Diagnosis. 10th International Conference on Information, Intelligence, Systems and Applications, IISA 2019. https://doi.org/10.1109/IISA.2019.8900782

Kurniawan, D. E., Iqbal, M., Friadi, J., Borman, R. I., & Rinaldi, R. (2019). Smart Monitoring Temperature and Humidity of the Room Server Using Smart Monitoring Temperature and Humidity of the Room Server Using Raspberry Pi and Whatsapp Notifications. Universitas Riau International Conference on Science and Environment 2020 (URICSE-2020), 1–8. https://doi.org/10.1088/1742-6596/1351/1/012006

Muhammad, L. J., Garba, E. J., Oye, N. D., & Wajiga, G. M. (2018). On the Problems of Knowledge Acquisition and Representation of Expert System for Diagnosis of Coronary Artery Disease (CAD). International Journal of U- and e- Service, Science and Technology, 11(3), 49–58. https://doi.org/10.14257/ijunesst.2018.11.3.05

Napianto, R., Rahmanto, Y., Borman, R. I., Lestari, O., & Nugroho, N. (2018). Dhempster-Shafer Implementation in Overcoming Uncertainty in the Inference Engine for Diagnosing Oral Cavity Cancer. CSRID (Computer Science Research and Its Development Journal), 13(1), 45–53.

Nikita, N., Sadawarti, H., & Kaur, B. (2020). Classification of Renal Cancer using Principal Component Analysis (PCA) and K-Nearest Neighbour (KNN). International Journal of Engineering Research & Technology (IJERT), 8(16), 156–159.

Pasaribu, S. A., Sihombing, P., & Suherman, S. (2020). Expert System for Diagnosing Dental and Mouth Diseases with a Website-Based Certainty Factor (CF) Method. MECnIT 2020 - International Conference on Mechanical, Electronics, Computer, and Industrial Technology, 218–221. https://doi.org/10.1109/MECnIT48290.2020.9166635

Rahmanto, Y., Alfian, J., & Borman, R. I. (2021). Penerapan Algoritma Sequential Search pada Aplikasi Kamus Bahasa Ilmiah Tumbuhan. Jurnal Buana Informatika, 12(1), 21–30.

Sucipto, A., Fernando, Y., Borman, R. I., & Mahmuda, N. (2019). Penerapan Metode Certainty Factor Pada Diagnosa Penyakit Saraf Tulang Belakang. Jurnal Ilmiah FIFO, 10(2), 18. https://doi.org/10.22441/fifo.2018.v10i2.002

Yu, S., Wu, L., & Zhang, X. (2017). Research on Equipment Knowledge Representation Based on Visual Analytics. Proceedings - 2017 13th International Conference on Semantics, Knowledge and Grids, SKG 2017, 2018-Janua, 208–212. https://doi.org/10.1109/SKG.2017.00043

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Published

2021-12-14

How to Cite

Nugroho, N., Handayani, N., Destriana, R., & Ernawati, T. (2021). IMPLEMENTATION OF CERTAINTY FACTOR IN AN EXPERT SYSTEM FOR DIAGNOSING ORAL CANCER. Jurnal Riset Informatika, 4(1), 79–86. https://doi.org/10.34288/jri.v4i1.141