COVID-19 Spread Pattern Using Support Vector Regression

Author:

Herlawati HerlawatiORCID

Abstract

Pandemics are rare and happen in about 100 years period. Current pandemic, COVID-19, occurs in the industrial 4.0 era where there is a rapid development computation. Yet, the scientists in every country face difficulty in predicting the growth simulation of this pandemic. The paper tries to use a soft computing algorithm to predict the pattern of the COVID-19 pandemic in Indonesia. Support Vector Regression was used in Google Interactive Notebook with some kernels for comparison, i.e. radial basis function, linear and polynomial. The testing results showed that radial basis function outperformed other kernels as a regressor with some parameters should follows the real condition, i.e. gamma, c, and epsilon.

Publisher

Universitas Islam 45

Subject

General Medicine

Cited by 7 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. CT-Lung Screening COVID-19 Detection and Classification with Machine Learning;2023 International Conference on Artificial Intelligence for Innovations in Healthcare Industries (ICAIIHI);2023-12-29

2. Machine learning on the post-vaccination Covid-19 prediction and on the vaccination sentiment analysis;THE 15TH UNIVERSITI MALAYSIA TERENGGANU ANNUAL SYMPOSIUM 2021 (UMTAS 2021);2023

3. Detection and classification of Covid-19 in CT-lungs screening using machine learning techniques;Journal of Interdisciplinary Mathematics;2022-02-21

4. On Comparing Cross-Validated Forecasting Models with a Novel Fuzzy-TOPSIS Metric: A COVID-19 Case Study;Sustainability;2021-12-09

5. Cloud Computing in Solving Problems of COVID-19 Pandemic;Journal of Industrial Integration and Management;2021-02-27

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