Lessons Learned from Delta and Omicron Variants Transmissions Leveraging Clustering Approach by Sub-Districts in Jakarta

Desy Noor Permata Sari, Andy Ernesto, Awidya Firdaus Sahararini, Gilang Evandyano, Bahrul Ilmi Nasution, Yudhistira Nugraha, Juan Intan Kanggrawan, Muhammad Erza Aminanto

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Various variants of COVID-19 have entered Indonesia, such as the delta and the omicron variants. The delta variant has a higher severity than the omicron variant, but the transmission rate for the omicron variant is much faster. The government encourages citizens to get booster vaccines to reduce the effect of the delta and omicron variants. The booster vaccine produced a better effect on citizens than on people who received only the two doses. Therefore, in this study, we observe the transmission of COVID-19 and the vaccine locations on the sub-districts level using the clustering approach. The data we use are COVID-19 positive cases, died, treated, and self-isolated cases. Meanwhile, the vaccination data are 1st dose, 2nd doses, stage 3 of 1st dose, and stage 3 of 2nd doses. The Dunn Index and Hubert Index methods determined the best number of clusters before the clustering process. Silhouette and Davies Bouldin are used to find better clustering between Fuzzy C-Means, K-Means, and Partition Around Medoids (PAM). The results obtained from this study showed that the K-Means method was the best with the best number of clusters, namely 3. Jagakarsa and Kebon Jeruk entered high levels at the time of the delta variant due to the COVID-19 case and vaccination spread. However, Jagakarsa and Kebon Jeruk dropped to the intermediate level during the omicron variant. The benefit of this study is to help the government pay more attention to high COVID-19 cases and low vaccine distribution.

Original languageEnglish
Title of host publicationICITEE 2022 - Proceedings of the 14th International Conference on Information Technology and Electrical Engineering
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages103-108
Number of pages6
ISBN (Electronic)9781665460774
DOIs
Publication statusPublished - 2022
Event14th International Conference on Information Technology and Electrical Engineering, ICITEE 2022 - Yogyakarta, Indonesia
Duration: 18 Oct 202219 Oct 2022

Publication series

NameICITEE 2022 - Proceedings of the 14th International Conference on Information Technology and Electrical Engineering

Conference

Conference14th International Conference on Information Technology and Electrical Engineering, ICITEE 2022
Country/TerritoryIndonesia
CityYogyakarta
Period18/10/2219/10/22

Keywords

  • COVID-19
  • Delta Variant
  • Indonesia
  • Jakarta
  • K- Means
  • Omicron Variant

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