Detection Coronavirus using Cased-Based Reasoning with Extended Jaccard Coefficient

Murien Nugraheni(1*),

(1) Information System and Technology, State University of Jakarta, Jakarta, Indonesia
(*) Corresponding Author

Abstract


Coronavirus Disease 2019 or known as COVID-19 is a new disease that can cause respiratory problems and pneumonia. This disease is caused by infection with Severe Acute Respiratory Syndrome Me Coronavirus 2 (SARS-CoV-2). Some of the clinical symptoms that appear vary, ranging from symptoms such as influenza, cough, cold, throat pain, muscle aches, headaches to those with serious complications such as pneumonia or sepsis. This research to build case-based reasoning for early detection of COVID-19 by looking at the characteristics of clinical symptoms seen in a person using the Extended Jaccard Coefficient method. The results show case-based reasoning for early detection of COVID-19 using the Extended Jaccard Coefficient method can model the level of similarity of a new case to an old case.


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References


Kemenkes RI., Pedoman Pencegahan dan Pengendalian Coronavirus Disease (Covid-19), Kementerian Kesehatan RI : Direktorat Jenderal Pencegahan dan Pengendalian Penyakit (P2P), (2020), Jakarta.

Udugama, B., Kadhiresan, P., Kozlowski, H.N., Malekjahani, A., Osborne, M., Li, V.Y.C., Chen, H., Mubareka, S., Gubbay, J.B., and Chan, W.C.W., Diagnosing COVID-19 : The Disease and Tools for Detection, American Chemical Society Nano 14, (2020), pp.3822-3855.

Rashwan, A.R.M.S and Alhelou, E.M.S., The Effect of the Covid-19 Pandemic on the Company’s Suistainability under International Accounting Standards, International Journal of Academic Accounting, Finance & Management Research, Vol.4 No.7, (2020), pp.34-51.

Khan, A.I., Shah, J.L., and Bhat, M.M., CoroNet : A Deep Neural Network for Detection and Diagnosis of COVID-19 from Chest X-Ray Images, Elsevier Computer Methods and Programs in Biomedicine 196, (2020), pp.1-9.

Salman, F.M., Naser, S.S.A., Alajrami, E., Nasser, B.S.A. and Ashqar, B.A.M., COVID-19 Detection using Artificial Intelligence, International Journal of Academic Engineering Research, Vol.4 No.3, (2020), pp.18-25.

Salman, F.M. and Naser, S.S.A., Expert System for COVID-19 Diagnosis, International Journal of Academic Engineering Research, Vol.4 No.3, (2020), pp.1-13.

Almadhoun, H.R. and Naser, S.S.A., An Expert System for Diagnosing Coronavirus (COVID-19) using SL5, International Journal of Academic Engineering Research, Vol.4 No.4, (2020), pp.1-9.

Agudo, B.D., Calero, P.A.G., Garcia, J.A.R., and Granados, A.A.S.R., Building CBR Systems with jCOLIBRI, Elsevier Science of Computer Programming 69, (2007), pp.68-75.

Liu, S., Sun, M., Huang, X., Wang, W., and Wang, F., Featuring Fusion using Extended Jaccard Graph and Word Embedding for Robot, Assembly Automation, Vol.37 No.3, (2017), pp.278-284.

Aamodt, A. and Plaza, E., Case-Based Reasoning: Foundational Issues, Methodological Variations and System Approches. AICom-Artificial Intelligence Communications, IOS Press, Vol. 7: 1, (1994), pp.39-59.

Tan, P.N., Steinbach, M., Kumar, V., Data Mining, Pearson Education, Inc, (2006).

Perhimpunan Dokter Paru Indonesia (PDPI), Pneumonia Covid-19 : Diagnosis dan Penatalaksanaan di Indonesia, Perhimpunan Dokter Paru Indonesia, (2020), Jakarta.

Pokja Infeksi Saluran Reproduksi Perkumpulan Obstetri Ginekologi Indonesia (POKJA ISR PP POGI), Rekomendasi Penanganan Infeksi Virus Corona (Covid-19) pada Maternal (Hamil, Bersalin, dan Nifas), Pokja Infeksi Saluran Reproduksi : Perkumpulan Obstetri dan Ginekologi Indonesia, (2020), Jakarta.

Susilo, A., Rumende, C.M., Pitoyo, C.W., Santoso, W.D., Yulianti, M., Herikurniawan, Sinto, R., Singh, G., Nainggolan, L., Nelwan, E.J., Chen, L.K., Widhani, A., Wijaya, E., Wicaksana, B., Maksum, M., Annisa, F., Jasirwan, C.O., and Yunihastuti, E., Coronavirus Disease 2019 : Tinjauuan Literatur Terkini, Junal Penyakit Dalam Indonesia, Vol.1 No.2, (2020), pp.45-67.




DOI: https://doi.org/10.30645/ijistech.v5i1.112

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