Design of Expert System for Digestive Diseases Identification Using Naïve Bayes Methodology for iOS-Based Application

Authors

DOI:

https://doi.org/10.25139/inform.v5i2.2771

Keywords:

digestive disease, expert system, naïve Bayes, iOS, knowledge-based

Abstract

Shown symptoms in digestive diseases might be similar, resulting in patient’s suspected diseases before and after diagnosis attempt might turn out to be different. This paper aims to build a design of an expert system for digestive disease identification using Naïve Bayes methodology for iOS-based applications. The result from this paper helps medical interns to increase the accuracy in predicting patient’s suspected digestive disease. A precise prediction in suspected disease identification can minimalize unnecessary diagnosis attempts, which saves time and reduces cost. Naïve Bayes is chosen because it has a higher accuracy level than other classification methods. This research includes collecting data through literature reviews on digestive diseases and their symptoms, processing the data to be turned into a knowledge base for the expert system, conducting data training using Naïve Bayes by the designed expert system application through this research. The result from the conducted data training using Naïve Bayes methodology shows that the expert system application has a higher accuracy level, which is 84%.

References

[1] X. Zhou, J. Menche, A.-L. Barabási och A. Sharma, ”Human symptoms-disease network,” Nature Communications, vol. 5, article number: 4212, 2014.
[2] M. Mirmozaffari, ”Presenting a Medical Expert System for Diagnosis and Treatment of Nephrolithiasis,” EJMED, European Journal of Medical and Health Sciences, vol. 1, no. 1, pp. 1-3, 2019.
[3] N. A. Hasibuan, H. Sunandar, S. Alas och S. , ”Sistem Pakar Mendiganosa Penyakit Kaki Gajah Menggunakan Metode Certainty Factor,” Jurnal Riset Sistem Informasi Dan Teknik Informatika (JURASIK), pp. vol. 2, no. 1, 29-39, 2017.
[4] R. R. Fanny, N. A. Hasibuan och E. Buulolo, ”Perancangan Sistem Pakar Diagnosa Penyakit Asidosis Tubulus Renalis Menggunakan Metode Certainty Factor dengan Penulusuran Forward Chaining,” Media Informatika Budidarma, vol. 1, no. 1, pp. 13-16, 2017.
[5] M. K. Rosananda och R. Tanamal, ”Android-Based Dental and Oral Health Diagnostic Expert System,” Jurnal Informatika Universitas Pamulang, Vol. 3, No. 4, pp. 5-13, 2018.
[6] L. Böhn, S. Störsrud, T. Liljebo, L. Collin, P. Lindfors, H. Törnblom och M. Simrén, ”Diet low in FODMAPs Reduces Symptoms of Irritable Bowel Syndrome as Well as Traditional Dietary Advice: A Randomized Controlled Trial,” Gastroenterology, vol. 149, issue 6, pp. 1399-1407, 2015.
[7] P. Moayyedi, M. G. Surette, P. T. Kim, J. Libertucci, M. Wolfe, C. Onischi, D. Armstrong, J. K. Marshall, Z. Kassam, W. Reinisch och C. H. Lee, ”Fecal Microbiota Transplantation Induces Remission in Patients With Active Ulcerative Colitis in Randomized Controlled Trial,” Gastroenterology 2015, vol. 149, issue 1, p. 102–109, 2015.
[8] J. Torres, S. Mehandru, . J.-F. Colombel och L. Peyrin-Biroulet, ” Crohn’s Disease,” The Lancet, vol. 389, issue 10080, pp. 1741-1755, 2017.
[9] A. Lanas och F. K. L. Chan, ”Peptic Ulcer Disease,” The Lancet, vol. 390, issue 10094, pp. 613-624, 2017.
[10] E. Ferkingstad, A. Oddsson, S. Gretarsdottir, S. Benonisdottir, G. Thorleifsson, A. M. Deaton, S. Jonsson, O. A. Stefansson, G. L. Norddahl, F. Zink, G. A. Arnadottir, B. Gunnarsson, G. H. Halldorsson, A. Helgadottir, B. O. Jensson, R. P. Kristjansson, G. Sveinbjornsson, D. A. Sverrisson, G. Masson, I. Olafsson, G. I. Eyjolfsson, O. Sigurdardottir, H. Holm, I. Jonsdottir, S. Olafsson, T. Steingrimsdottir, T. Rafnar, E. S. Bjornsson, U. Thorsteinsdottir, D. F. Gudbjartsson, P. Sulem och K. Stefansson, ”Genome-wide association meta-analysis yields 20 loci associated with gallstone disease,” Nature Communications, vol. 9, article number: 5101, 2018.
[11] M. D. Mello, A. R. Shriver, Y. Li, A. Patel och C. P. Gyawali, ”Ineffective esophageal motility phenotypes following fundoplication in gastroesophageal reflux disease,” Neurogastroenterol Motil, p. 292–298, 2016.
[12] W. Tussakinah, M. och I. R. Burhan, ”Hubungan Pola Makan dan Tingkat Stres terhadap Kekambuhan Gastritis di Wilayah Kerja Puskesmas Tarok Kota Payakumbuh Tahun 2017,” Jurnal Kesehatan Andalas, vol. 7, no. 2, pp. 217-225, 2018.
[13] D. S. Maylawati, W. Darmalaksana och M. A. Ramdhani, ”Systematic Design of Expert System Using Unified Modelling,” IOP Conference Series: Materials Science and Engineering, vol. 288, nr 012047, 2018.
[14] R. A. Pane, M. S. Mubarok, N. S. Huda och A. , ”A Multi-lable Classification on Topics of Quranic Verses in English Translation using Multinomial Naive Bayes,” i 6th International Conference on Information and Communication Technology (ICoICT), Bandung, Indonesia, 2018.
[15] F. Rosi, M. A. Fauzi och R. S. Perdana, ”Prediksi Rating Pada Review Produk Kecantikan Menggunakan Metode Naive Bayes dan Categorical Proportional DIfference (CPD),” Junal Pengembangan Teknologi Informasi dan Ilmu Komputer, pp. 1991-1997, 2018.
[16] S. A. Sualim, N. M. Yassin och R. Mohamad, ”Comparative Evaluation of Automated User Acceptance Testing Tool for Web Based Application,” International Journal of Software Engineering and Technology, vol. 2, no. 2, pp. 1-6, 2016.
[17] I. Alwi, ”Kriteria Empirik dalam Menentukan ukuran Sampel pada Pengujian Hipotesis Statistika dan Analisis Butir,” Jurnal Formatif 2, vol. 2, pp. 140-148, 2015.
[18] S. Y. (. Chyung, K. Roberts, I. Swanson och A. Hankinson, ”Evidence-Based Survey Design: The Use Of A Midpoint On The Likert Scale,” Performance Improvement, vol. 56, nr 10, pp. 15-23, 2017.

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2020-08-01

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Design of Expert System for Digestive Diseases Identification Using Naïve Bayes Methodology for iOS-Based Application. (2020). Inform : Jurnal Ilmiah Bidang Teknologi Informasi Dan Komunikasi, 5(2), 92–98. https://doi.org/10.25139/inform.v5i2.2771

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Vol. 5 No. 2 (2020)

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