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Using Regression Model Analysis for Forecasting the Likelihood of Particular Symptoms of COVID-19
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A. A. Wani, M. Kumar, and I. Ahmed, "COVID-19 Structure Of Virus, Progression Of Disease & Present Status: A Review," Int. J. Curr. Adv. Res., vol. 9, no. 5, pp. 22040–22043, 2020, doi: 10.24327/ijcar.2020.22043.4343.
H. Sharma, "COVID-19: Public Health Emergency Of International Concern To Pandemic," Int. J. Curr. Adv. Res., vol. 9, no. 06, pp. 22573–22574, 2020, doi: 10.24327/ijcar.2020.22574.4458.
R. Lu et al., "Genomic characterisation and epidemiology of 2019 novel coronavirus: implications for virus origins and receptor binding," Lancet, vol. 395, no. 10224, pp. 565–574, Feb. 2020, doi: 10.1016/S0140-6736(20)30251-8.
P. Zhou et al., "A pneumonia outbreak associated with a new coronavirus of probable bat origin," Nature, vol. 579, no. 7798, pp. 270–273, 2020, doi: 10.1038/s41586-020-2012-7.
R. Djalante et al., "Review and analysis of current responses to COVID-19 in Indonesia: Period of January to March 2020," Prog. Disaster Sci., vol. 6, p. 100091, Apr. 2020, doi: 10.1016/J.PDISAS.2020.100091.
M. Palacios Cruz, E. Santos, M. A. Velázquez Cervantes, and M. León Juárez, "COVID-19, a worldwide public health emergency," Rev. Clínica Española (English Ed., vol. 221, no. 1, pp. 55–61, 2021, doi: 10.1016/j.rceng.2020.03.001.
A. Tahamtan and A. Ardebili, "Real-time RT-PCR in COVID-19 detection: issues affecting the results," Expert Rev. Mol. Diagn., vol. 20, no. 5, pp. 453–454, 2020, doi: 10.1080/14737159.2020.1757437.
A. E. Lim Jr., "Coronaviruses and Detection for SARS-CoV-2 Virus Causing COVID-19 Infection," Innov. Technol. Manag. J., vol. 3, pp. 21–31, 2020.
M. Naseem, R. Akhund, H. Arshad, and M. T. Ibrahim, "Exploring the Potential of Artificial Intelligence and Machine Learning to Combat COVID-19 and Existing Opportunities for LMIC: A Scoping Review," J. Prim. Care Community Heal., vol. 11, 2020, doi: 10.1177/2150132720963634.
S. Nurmaini, "The Artificial Intelligence Readiness for Pandemic Outbreak COVID-19: Case of Limitations and Challenges in Indonesia," Comput. Eng. Appl., vol. 10, no. 1, pp. 9–19, Feb. 2021, doi: 10.18495/COMENGAPP.V10I1.353.
W. E. Allen et al., "Population-scale longitudinal mapping of COVID-19 symptoms, behaviour and testing," Nat. Hum. Behav., vol. 4, no. 9, pp. 972–982, 2020, doi: 10.1038/s41562-020-00944-2.
S. Saidi, S. Saidi, N. Herawati, and K. Nisa, "Modeling with generalized linear model on covid-19: Cases in Indonesia," Int. J. Electron. Commun. Syst., vol. 1, no. 1, pp. 25–32, Jun. 2021, doi: 10.24042/ijecs.v1i1.9299.
A. K. Meena and S. Kumar, "Study and Analysis of MYCIN expert system," Int. J. Eng. Comput. Sci., vol. 4, no. 10, pp. 14861–14865, Oct. 2015, doi: 10.18535/ijecs/v4i10.41.
W. Wiriyasuttiwong and W. Narkbuakaew, "Medical Knowledge-Based System for Diagnosis from Symptoms and Signs," Int. J. Appl. Biomed. Eng., vol. 2, no. 1, pp. 54–59, 2009.
M. Abdar, M. Zomorodi-Moghadam, R. Das, and I. H. Ting, "Performance analysis of classification algorithms on early detection of liver disease," Expert Syst. Appl., vol. 67, pp. 239–251, 2017, doi: 10.1016/j.eswa.2016.08.065.
I. Z. Jibril, J. Agajo, L. A. Ajao, J. G. Kolo, and O. C. Inalegwu, "Development of a Medical Expert System for Hypertensive Patients Diagnosis: A Knowledge-Based Rules," Adv. Electr. Telecommun. Eng., vol. 1, no. 1, pp. 39–47, 2018.
Y. Sha, T. Feng, X. Xiong, and T. Yang, "Designing Online Psychological Consultation Expert System Using Human-Computer Interaction," Mob. Inf. Syst., vol. 2021, Jun. 2021, doi: 10.1155/2021/6458924.
A. A. Al-Hajji, F. M. AlSuhaibani, and N. S. AlHarbi, "An Online Expert System for Psychiatric Diagnosis," Int. J. Artif. Intell. Appl., vol. 10, no. 2, pp. 59–76, 2019, doi: 10.5121/ijaia.2019.10206.
I. A. Alshawwa, M. Elkahlout, H. Q. El-Mashharawi, and S. S. Abu-Naser, "An Expert System for Depression Diagnosis," Int. J. Acad. Heal. Med. Res., vol. 3, no. 4, pp. 20–27, 2019.
N. K. Ariasih, "Expert System to Diagnose Diseases of Mental Health with Forward Chaining and Certainty Factor," Wahana Mat. dan Sains J. Mat. Sains, dan Pembelajarannya, vol. 14, no. 1, pp. 28–41, Apr. 2020, doi: 10.23887/WMS.V14I1.24267.
R. R. Al Hakim, E. Rusdi, and M. A. Setiawan, "Android Based Expert System Application for Diagnose COVID-19 Disease: Cases Study of Banyumas Regency," J. Intell. Comput. Heal. Informatics, vol. 1, no. 2, pp. 1–13, 2020, doi: 10.26714/jichi.v1i2.5958.
M. R. Mufid, A. Basofi, S. Mawaddah, K. Khotimah, and N. Fuad, "Risk diagnosis and mitigation system of covid-19 using expert system and web scraping," in 2020 International Electronics Symposium (IES), Surabaya (ID): Institute of Electrical and Electronics Engineers Inc., Sep. 2020, pp. 577–583. doi: 10.1109/IES50839.2020.9231619.
G. Yu, Z. Chen, J. Wu, and Y. Tan, "Medical decision support system for cancer treatment in precision medicine in developing countries," Expert Syst. Appl., vol. 186, p. 115725, Dec. 2021, doi: 10.1016/J.ESWA.2021.115725.
R. Islam, S. Imran, M. Ashikuzzaman, and M. M. A. Khan, "Detection and Classification of Brain Tumor Based on Multilevel Segmentation with Convolutional Neural Network," J. Biomed. Sci. Eng., vol. 13, no. 04, pp. 45–53, 2020, doi: 10.4236/jbise.2020.134004.
V. V. Vadhiraj, A. Simpkin, J. O’Connell, N. S. Ospina, S. Maraka, and D. T. O’Keeffe, “Ultrasound Image Classification of Thyroid Nodules Using Machine Learning Techniques,” Medicina (Kaunas)., vol. 57, no. 6, 2021, doi: 10.3390/medicina57060527.
F. L. D. Cahyanti, W. Gata, and F. Sarasati, “Implementasi Algoritma Naïve Bayes dan K-Nearest Neighbor Dalam Menentukan Tingkat Keberhasilan Immunotherapy Untuk Pengobatan Penyakit Kanker Kulit,” J. Ilm. Univ. Batanghari Jambi, vol. 21, no. 1, pp. 259–262, Feb. 2021, doi: 10.33087/JIUBJ.V21I1.1189.
M. Melina, E. K. Putra, W. Witanti, S. Sukrido, and V. A. Kusumaningtyas, "Design and Implementation of Multi Knowledge Base Expert System Using the SQL Inference Mechanism for Herbal Medicine," J. Phys. Conf. Ser., vol. 1477, p. 22007, 2020, doi: 10.1088/1742-6596/1477/2/022007.
R. R. Al Hakim, H. A. Hidayah, A. Pangestu, D. Nugraha, S. Faizah, and E. R. C. Putri, “Sistem Pakar Forward-Chaining Dengan Certainty Factor Dalam Pemanfaatan Tumbuhan Obat, Studi Kasus: Etnobotani Di Kabupaten Banyumas, Jawa Tengah,” in E-Prosiding Seminar Nasional Inovasi Teknologi Pertanian Berkelanjutan (INOPTAN), 2022, pp. 106–113.
E. Rich and K. Knight, Artificial Intelligence, 2nd ed. New York: McGraw-Hill Education, 1991.
S. D. A. Suprayitno, M. N. Zakaria, and A. W. Yulianto, "COVID-19 Disease Diagnosis Expert System with Certainty Factor Method using iOS-Based App," J. Telecommun. Netw. (Jurnal Jar. Telekomun., vol. 12, no. 3, pp. 160–165, 2022, doi: 10.33795/jartel.v12i3.336.
M. I. Fale and Y. G. Abdulsalam, "Dr. Flynxz – A First Aid Mamdani-Sugeno-type fuzzy expert system for differential symptoms-based diagnosis," J. King Saud Univ. - Comput. Inf. Sci., vol. 34, no. 4, pp. 1138–1149, 2022, doi: 10.1016/j.jksuci.2020.04.016.
X. SUN, H. LIU, G. WU, and Y. ZHOU, "Training effectiveness evaluation of helicopter emergency relief based on virtual simulation," Chinese J. Aeronaut., vol. 31, no. 10, pp. 2000–2012, Oct. 2018.
R. R. Al Hakim et al., "Design and Development Smart-iMbulance for Efficiency of Road Emergency Priorities," J. Innov. Res. Knowl., vol. 1, no. 2, pp. 167–172, 2021, doi: 10.53625/jirk.v1i2.
M. I. Pramanik, R. Y. K. Lau, M. A. K. Azad, M. S. Hossain, M. K. H. Chowdhury, and B. K. Karmaker, "Healthcare informatics and analytics in big data," Expert Syst. Appl., vol. 152, Aug. 2020.
O. C. Ungureanu et al., “Telemedicine Software Application,” Int. J. Comput. Sci. Netw. Secur., vol. 21, no. 2, pp. 171–180, 2021, doi: 10.22937/IJCSNS.2021.21.2.1.19.
R. R. Al Hakim, G. E. Setyowisnu, and A. Pangestu, "An Expert System Dataset for Checking the Potential for Administering a Covid-19 Vaccine in Indonesia: Forward- Chaining Inference Machine Approach," J. Glob. Eng. Res. Sci., vol. 1, no. 1, pp. 1–4, 2022, doi: 10.56904/jgers.v1i1.3.
A. Farizi, “Sistem Pakar Untuk Mendiagnosa Kerusakan Komputer Dengan Menggunakan Metode Forward Chaining,” Edu Komputika J., vol. 1, no. 2, pp. 21–32, 2014.
M. M. Arifin and Y. B. Utomo, “Sistem Pakar Untuk Diagnosa Kerusakan Hardware Komputer Menggunakan Jaringan Syaraf Tiruan,” Dec. 2021.
L. Salekhova, A. Nurgaliev, R. Zaripova, and N. Khakimullina, "The Principles of Designing an Expert System in Teaching Mathematics," Univers. J. Educ. Res., vol. 1, no. 2, pp. 42–47, Aug. 2013, doi: 10.13189/UJER.2013.010202.
S. Supriyadi and D. A. Wiliyanto, "Prototype Expert System Application to Identify Specific Children Learning Disabilities in Inclusion Schools," IJDS Indones. J. Disabil. Stud., vol. 8, no. 1, pp. 117–127, May 2021, doi: 10.21776/UB.IJDS.2021.008.01.09.
R. Eskrootchi, M. Zavari, and M. Alibeyk, "Developing a fuzzy expert system to determine the levels of students' eHealth literacy," Libr. Philos. Pract., vol. 2021, pp. 1–26, Jan. 2021.
Y. L. Lai and A. Ishizaka, "The application of multi-criteria decision analysis methods into talent identification process: A social psychological perspective," J. Bus. Res., vol. 109, pp. 637–647, Mar. 2020, doi: 10.1016/j.jbusres.2019.08.027.
A. P. Hamid, R. R. Al Hakim, A. Sungkowo, T. Trikolas, H. Purnawan, and A. Jaenul, “Talent Management Employee Development by Using Certainty Factor Method of Expert System,” ARRUS J. Eng. Technol., vol. 1, no. 1, pp. 33–39, 2021, doi: 10.35877/jetech568.
E. I. H. Rahayu, S. Suhardoyo, and I. Iwan, “Umpan Balik Sistem Pakar Sebagai Penilaian Kinerja Karyawan Pada PT. Multistrada Arah Sarana, Tbk,” BMAJ Bus. Manag. Anal. J., vol. 2, no. 1, pp. 52–67, Apr. 2019, doi: 10.24176/bmaj.v2i1.3211.
M. F. Azis, Belajar Sendiri Pemrograman Sistem Pakar. Jakarta (ID): Elex Media Komputindo, 1994.
S. Harmanto, Pengantar Sistem Pakar. Depok (ID): Universitas Gunadarma, 1994.
R. R. Al-Hakim et al., “Sistem Pakar untuk Diagnosis Penyakit Tiroid dengan Gejala Psikologis Beserta Pengobatan Etnobotaninya,” J. Teknol. Inf. dan Ilmu Komput., vol. 9, no. 7, pp. 1771–1778, 2022, doi: 10.25126/jtiik.2022976763.
B. A. Crawford, J. C. Maerz, and C. T. Moore, "Expert-informed habitat suitability analysis for at-risk species assessment and conservation planning," J. Fish Wildl. Manag., vol. 11, no. 1, pp. 130–150, Jun. 2020, doi: 10.3996/092019-JFWM-075.
M. Di Febbraro et al., "Expert-based and correlative models to map habitat quality: Which gives better support to conservation planning?," Glob. Ecol. Conserv., vol. 16, Oct. 2018, doi: 10.1016/J.GECCO.2018.E00513.
Y. Darnita and R. Toyib, “Klasifikasi Penentuan Manfaat Tanaman Obat Herbal Berbasis Rule Based Reasoning,” SISTEMASI, vol. 10, no. 1, pp. 82–95, Jan. 2021, doi: 10.32520/STMSI.V10I1.1090.
R. R. Al Hakim, A. Pangestu, and A. Jaenul, “Penerapan Metode Certainty Factor dengan Tingkat Kepercayaan pada Sistem Pakar dalam Mendiagnosis Parasit pada Ikan,” Djtechno J. Inf. Technol. Res., vol. 2, no. 1, pp. 29–37, 2021, doi: 10.46576/djtechno.v2i1.1254.
Suharjito, Diana, Yulyanto, and A. Nugroho, "Mobile Expert System Using Fuzzy Tsukamoto for Diagnosing Cattle Disease," Procedia Comput. Sci., vol. 116, pp. 27–36, 2017.
R. Stefani, “Sistem Pakar Diagnosa Penyakit Pada Ikan Koi Menggunakan Metode Backward Chaining,” J. Ris. RUMPUN ILMU HEWANI, vol. 1, no. 2, pp. 16–30, Oct. 2022, Accessed: Nov. 22, 2022.
Z. Hakim and R. Rizky, “Sistem Pakar Diagnosis Penyakit Ikan Mas Menggunakan Metode Certainty Factor Di UPT Balai Budidaya Ikan Air Tawar Dan Hias Kabupaten Pandeglang Banten,” J. Tek. Inform. Unis, vol. 7, no. 2, pp. 164–169, 2020, doi: 10.33592/jutis.v7i2.399.
E. Sudaryanto and A. Suryanto, “Sistem Pakar Diagnosa Hama Dan Penyakit Tanaman Durian Dengan Metode Naive Bayes,” Teodolita Media Komunkasi Ilm. di Bid. Tek., vol. 21, no. 1, Jun. 2020, doi: 10.53810/JT.V21I1.339.
M. H. Ramadhan, G. Dewantoro, and F. D. Setiaji, “Rancang Bangun Sistem Pakar Pemantau Kualitas Air Berbasis IoT Menggunakan Fuzzy Classifier,” J. Tek. Elektro, vol. 12, no. 2, pp. 47–56, Dec. 2020, doi: 10.15294/jte.v12i2.25351.
R. Hariyanto and K. Sa’diyah, “Sistem Pakar Diagnosis Penyakit dan Hama Pada Tanaman Tebu Menggunakan Metode Certainty Factor,” JOINTECS (Journal Inf. Technol. Comput. Sci., vol. 3, no. 1, pp. 1–4, 2018, doi: 10.31328/jointecs.v3i1.500.
S. H. Al Ikhsan, “Pengembangan Sistem Pakar Agribisnis Cabai (Capsicum Annuum L.) Berbasis Android,” Institut Pertanian Bogor, 2012.
Y. -, F. Marisa, and D. Purnomo, “Sistem Rekomendasi Distribusi Tetes Tebu Di UD. Lancar Menggunakan Metode Fuzzy Sugeno Berbasis Web,” JOINTECS (Journal Inf. Technol. Comput. Sci., vol. 1, no. 1, pp. 6–9, 2016, doi: 10.31328/jointecs.v1i1.401.
Z. Zhao, F. Hong, H. Huang, C. Liu, Y. Feng, and Z. Guo, "Short-term prediction of fishing effort distributions by discovering fishing chronology among trawlers based on VMS dataset," Expert Syst. Appl., vol. 184, 2021, doi: 10.1016/j.eswa.2021.115512.
P. Karuniawan, I. N. Farida, and J. Suhertian, “Implementasi Metode Certainty Factor Untuk Mengidentifikasi Penyakit Tanaman Kedelai Dan Padi,” Nusant. Eng., vol. 4, no. 1, p. 9, Apr. 2021, doi: 10.29407/NOE.V4I1.15902.
K. Sturk-Andreaggi, M. A. Peck, C. Boysen, P. Dekker, T. P. McMahon, and C. K. Marshall, "AQME: A forensic mitochondrial DNA analysis tool for next-generation sequencing data," Forensic Sci. Int. Genet., vol. 31, pp. 189–197, 2017, doi: 10.1016/J.FSIGEN.2017.09.010.
J. Mortera, A. P. Dawid, and S. L. Lauritzen, "Probabilistic expert systems for DNA mixture profiling," Theor. Popul. Biol., vol. 63, no. 3, pp. 191–205, 2003, doi: 10.1016/S0040-5809(03)00006-6.
R. Sharda, D. Delen, and E. Turban, Analytics, data science, & artificial intelligence: systems for decision support, 11th ed. Hoboken, New Jersey (US): Pearson Education, 2020.
Suyanto, Artificial Intelligence: Searching, Reasoning, Planning, dan Learning. Bandung (ID): Informatika, 2014.
E. Hariadha, D. Nugraha, R. R. Al Hakim, A. Pangestu, M. Yusro, and M. H. Satria, "Using Certainty Factor for Symptoms Diagnosis of Thyroid Disorders," in 2022 International Conference on ICT for Smart Society (ICISS), Bandung (ID): IEEE, 2022, pp. 01–05. doi: 10.1109/ICISS55894.2022.9915219.
A. S. Yanuar, E. G. Wahyuni, and D. T. Wiyanti, "Certainty Factor Method for Neurological Disease Diagnosis Based on Symptoms," in ICCSET, Kudus, Indonesia, 2018, pp. 851–856. doi: 10.4108/eai.24-10-2018.2280500.
L. Safira, B. Irawan, and C. Setiningsih, "Implementation of the Certainty Factor Method for Early Detection of Cirrhosis Based on Android," J. Phys. Conf. Ser., vol. 1201, no. 1, p. 12053, 2019, doi: 10.1088/1742-6596/1201/1/012053.
C. Slamet, B. Firmanda, M. A. Ramdhani, W. Darmalaksana, E. Enjang, and F. M. Kaffah, "Android-based expert system design for drug selection using certainty factor," J. Phys. Conf. Ser., vol. 1280, p. 22018, 2019, doi: 10.1088/1742-6596/1280/2/022018.
D. Sudrajat et al., "Expert system application for identifying formalin and borax in foods using the certainty factor method," Eurasian J. Anal. Chem., vol. 13, no. 6, pp. 321–325, 2018.
Sumiati, H. Saragih, T. K. A. Rahman, and A. Triayudi, "Expert system for heart disease based on electrocardiogram data using certainty factor with multiple rule," IAES Int. J. Artif. Intell., vol. 10, no. 1, pp. 43–50, Mar. 2021, doi: 10.11591/ijai.v10.i1.pp43-50.
X. Huang et al., "A Generic Knowledge Based Medical Diagnosis Expert System," in The 23rd International Conference on Information Integration and Web Intelligence (iiWAS2021), Linz (AT): ACM, New York, NY, USA, 2021, pp. 1–7. doi: 10.1145/3487664.3487728.
N. Farsad Layegh, R. Darvishzadeh, A. K. Skidmore, C. Persello, and N. Krüger, "Integrating Semi-Supervised Learning with an Expert System for Vegetation Cover Classification Using Sentinel-2 and RapidEye Data," Remote Sens., vol. 14, no. 15, p. 3605, Jul. 2022, doi: 10.3390/RS14153605.
E. Lasso, T. T. Thamada, C. A. A. Meira, and J. C. Corrales, "Expert system for coffee rust detection based on supervised learning and graph pattern matching," Int. J. Metadata, Semant. Ontol., vol. 12, no. 1, pp. 19–27, 2017, doi: 10.1504/IJMSO.2017.087641.
R. Board and L. Pitt, "Semi-supervised learning," Mach. Learn., vol. 4, pp. 41–65, Oct. 1989, doi: 10.1007/BF00114803.
R. Primartha, Algoritma Machine Learning. Bandung (ID): Informatika, 2021.
D. D. Lewis and J. Catlett, "Heterogeneous Uncertainty Sampling for Supervised Learning," in Machine Learning Proceedings 1994, W. W. Cohen and H. Hirsh, Eds., New Brunswick (NJ): Morgan Kaufmann, 1994, pp. 148–156. doi: 10.1016/B978-1-55860-335-6.50026-X.
E. B. Baum and F. Wilczek, "Supervised Learning of Probability Distributions by Neural Networks," Neural Inf. Process. Syst., pp. 52–61, 1988.
A. I. Hajamydeen and R. A. A. Helmi, "Performance of Supervised Learning Algorithms on Multi-Variate Datasets," in Machine Learning and Big Data: Concepts, Algorithms, Tools and Applications, wiley, 2020, pp. 209–232. doi: 10.1002/9781119654834.CH8.
F. K. Lembang, “Analisis Regresi Berganda dengan Metode Stepwise pada Data Hbat,” J. Barekeng, vol. 5, no. 1, pp. 15–20, 2011.
S. Borzouei, H. Mahjub, N. Sajadi, and M. Farhadian, "Diagnosing thyroid disorders: Comparison of logistic regression and neural network models," J. Fam. Med. Prim. Care, vol. 9, no. 3, p. 1476, 2020, doi: 10.4103/JFMPC.JFMPC_910_19.
R. Kohavi, "The power of decision tables," Lect. Notes Comput. Sci. (including Subser. Lect. Notes Artif. Intell. Lect. Notes Bioinformatics), vol. 912, pp. 174–189, 1995, doi: 10.1007/3-540-59286-5_57.
R. R. Al-Hakim et al., "Predict the thyroid abnormality particular disease likelihood of the symptoms' certainty factor value and its confidence level: A regression model analysis," Sist. J. Sist. Inf., vol. 12, no. 2, pp. 415–424, 2023, doi: 10.32520/stmsi.v12i2.2542.
R Core Team, "R: A language and environment for statistical computing [Computer software manual]," 2016
J. S. Malensang, H. Komalig, and D. Hatidja, “Pengembangan Model Regresi Polinomial Berganda Pada Kasus Data Pemasaran,” J. Ilm. Sains, vol. 12, no. 2, pp. 149–152, Jan. 2013, doi: 10.35799/JIS.12.2.2012.740.
D. S. Moore, W. I. Notz, and M. A. Flinger, The basic practice of statistics, 6th ed. New York (US): W.H. Freeman and Company, 2013.
R. R. Al-Hakim and A. Andriand, “Diagnosis Leptospirosis Menggunakan Sistem Pakar Metode Faktor Kepastian Beserta Prediksi Regresi Linear,” Pros. SAINTEK Sains dan Teknol., vol. 2, no. 1, pp. 256–261, 2023.
DOI: https://doi.org/10.32520/stmsi.v13i1.3463
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