Dhempster-Shafer Implementation in Overcoming Uncertainty in the Inference Engine for Diagnosing Oral Cavity Cancer

Riduwan Napianto, Yuri Rahmanto, Rohmat Indra Borman, Ova Lestari, Nurhasan Nugroho

Sari


The word uncertainty in an expert system is related to working with wrong data, wrong information, handling identical situations, the reliability of results, etc. Sources of uncertainty can come from unreliable information. This is usually caused by unclear domain concepts or for inaccurate data. One method for overcoming uncertainty is Dhempster-Shafer's theory. Dempster-shafers come up with approaches to calculate probabilities to look for evidence based on trust functions. In general the Dempster-Shafer theory is written at an interval [Confidence, Reasonable]. Belief (Bel) is a measure of the strength of evidence in support of a series of propositions. In this study an expert system will be developed to diagnose oral cancer that can recognize oral cancer based on the symptoms felt by the user. The results showed the Dempster-shafer was able to overcome the uncertainties in the construction of the inference engine, this is because the accuracy of the test results showed an accuracy of 86.6% Dempster-shafer.

Kata Kunci


dempster-shafer; expert system; oral cavity cancer

Teks Lengkap:

PDF

Referensi


J. Durkin, Expert Systems: Design and Development, New York: Maxwell Macmillan International, 1994.

M. Akram, I. A. Rahman and I. Memon, "A Review on Expert System and its Applications in Civil Engineering," International Journal of Civil Engineering and Built Environment, pp. 24-29, 2014.

G. C. Prasetyadi and M. Mahfudin, "Web-Based Expert System Application to Recommend Computer Specifications for Gaming Using Backward Chaining Inference Method," Journal of Information System, pp. 110-117, 2017.

A. Sucipto, Y. Fernando, R. I. Borman and N. Mahmuda, "Penerapan Metode Certainty Factor Pada Diagnosa Penyakit Saraf Tulang Belakang," JURNAL ILMIAH FIFO, vol. X, no. 2, 2018.

S. Dubey, R. K. Pandey and S. S. Gautam, "Dealing with Uncertainty in Expert Systems," International Journal of Soft Computing and Engineering (IJSCE), vol. 4, no. 3, 2014.

W. U. Setiabudi, E. Sugiharti and F. Y. Arini, "Expert System Diagnosis Dental Disease Using Certainty Factor Method," Scientific Journal of Informatics, vol. 4, no. 1, 2017.

A. M. Alfatah, R. Arifudin and M. A. Muslim, "Implementation of Decision Tree and Dempster Shafer on Expert System for Lung Disease Diagnosis," Scientific Journal of Informatics, vol. 5, no. 1, 2018.

S.-H. Huang and B. O´Sullivan, "Oral cancer: Current role of radiotherapy and chemotherapy," Journal section: Oral Medicine and Pathology, pp. 233-240, 2013.

Depkes, "Hari Kanker Sedunia 2019," January 2019. [Online]. Available: http://www.depkes.go.id/article/view/19020100003/hari-kanker-sedunia-2019.html. [Accessed June 2019].

N. Tiwari and L. Prasad, "A Comparative Study: Reverse Engineering Flowcharting Tools," INTERNATIONAL JOURNAL OF INNOVATIVE TRENDS IN ENGINEERING (IJITE), vol. 7, no. 1, 2015.

T. Monica and R. I. Borman, "Implementasi Konsep Media Sosial Dalam Sistem Informasi Kegiatan Kesiswaan (Studi Kasus : SMK XYZ)," Jurnal TEKNO KOMPAK, vol. 11, no. 2, 2017.

A. E. Kumala, R. I. Borman and P. Prasetyawan, "Sistem Informasi Monitoring Perkembangan Sapi Di Lokasi Uji Performance (Studi Kasus : Dinas Peternakan Dan Kesehatan Hewan Provinsi Lampung)," Jurnal TEKNOKOMPAK, vol. 12, no. 1, 2018.

N. S. B. Sembiring and M. D. Sinaga, "Penerapan Metode Dempster Shafer Untuk Mendiagnosa Penyakit Dari Akibat Bakteri Treponema Pallidum," CSRID Journal, vol. 9, no. 3, 2017.

M. G. Nababan, R. R. M. Putri and I. Indriati, "Pembangkitan Nilai Belief Pada Dempster-Shafer Dengan Particle Swarm Optimization (PSO) Untuk Penentuan Pasal Kasus Penganiayaan," Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, vol. 1, no. 10, 2017.




DOI: http://dx.doi.org/10.22303/csrid.13.1.2021.46-54

Refbacks

  • Saat ini tidak ada refbacks.


##submission.copyrightStatement##

##submission.license.cc.by4.footer##

INDEXED BY:

         Image result for icon mendeley

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License

CSRID Journal Editor's Office:

Universitas Potensi Utama. Jl. K.L. Yos Sudarso Km 6,5 No.3-A Telp. (061) 6640525 Ext. 214 Tanjung Mulia Medan 20241