Multivariate time series analysis on variables that influence pandemic expansion

Tipajin Thaipisutikul, Chih Yang Lin, Sheng Chih Chen

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

The ongoing COVID-19 pandemic has wreaked havoc on social and economic systems worldwide. The variance in the rapidly increasing number of illnesses and deaths in each country is primarily due to national policies and actions. As a result, governments and institutions need to get insights into the critical factors influencing COVID-19 future case counts to properly manage the adverse effects of pandemics and promptly prepare appropriate measures. Thus, in this paper, we conduct extensive experiments on the real-world covid-19 datasets to examine the important factors influencing in the pandemic growth. In particular, we perform an exploratory data analysis to get the statistic and characteristics of multivariate time-series data on pandemic dynamic. Also, we utilize a statistical measure such as Pearson correlation to compute the relations of the past on the future daily new cases. The experimental results demonstrate that some restrictions have a positive effect on daily new confirmed cases at the early stage of the local pandemic transmission. Also, the results show that the early trend of COVID-19 can be explained well by human mobility in various categories. Thus, our proposed framework can be served as a guideline for future pandemic prevention and control decision-making.

原文???core.languages.en_GB???
主出版物標題2022 19th International Joint Conference on Computer Science and Software Engineering, JCSSE 2022
發行者Institute of Electrical and Electronics Engineers Inc.
ISBN(電子)9781665485104
DOIs
出版狀態已出版 - 2022
事件19th International Joint Conference on Computer Science and Software Engineering, JCSSE 2022 - Bangkok, Thailand
持續時間: 22 6月 202225 6月 2022

出版系列

名字2022 19th International Joint Conference on Computer Science and Software Engineering, JCSSE 2022

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???19th International Joint Conference on Computer Science and Software Engineering, JCSSE 2022
國家/地區Thailand
城市Bangkok
期間22/06/2225/06/22

指紋

深入研究「Multivariate time series analysis on variables that influence pandemic expansion」主題。共同形成了獨特的指紋。

引用此