Publication:
Global Impact of the Pandemic on Education: A Study of Natural Language Processing

dc.contributor.authorAYAZ, TEOMAN BERKAY
dc.contributor.authorUSLU, MUHAMMED SAFA
dc.contributor.authorAĞCABAY, İBRAHİM
dc.contributor.authorAHMED, FARUK
dc.contributor.authorKORKMAZ, ÖMER FARUK
dc.contributor.authorKÜREKSİZ, MESUT
dc.contributor.authorULUÇAM, EMRE
dc.contributor.authorYILDIRIM, ELİF
dc.contributor.authorKOCAÇINAR, BÜŞRA
dc.contributor.authorAKBULUT, FATMA PATLAR
dc.date.accessioned2023-04-03T12:07:28Z
dc.date.available2023-04-03T12:07:28Z
dc.date.issued2022
dc.description.abstractSchool closures due to the Covid-19 pandemic have changed education forever and we have witnessed the rise of online learning platforms. The education units of the countries made great efforts to adapt to this new order. The expanding, quick spread of the virus and careful steps have prompted the quest for reasonable choices for continuing education to guarantee students get appropriate education and are not impacted logically or mentally. Different methods were attempted to understand how students were affected by this big change. In addition to the significance of traditional surveys and consulting services, the utilization of social media analysis is used as a supportive approach. This paper analyzes the feedback of students on social media via tweets. Deep sentiment analysis is employed to identify embedded emotions such as negative, neutral, and positive. We also aimed to classify irrelevant tweets as the fourth category. Our experiments showed that the tweets are mostly biased toward negative emotions. © 2022 IEEE.en
dc.identifier.citationT. B. Ayaz et al., "Global impact of the pandemic on education: a study of natural language processing," 2022 Innovations in Intelligent Systems and Applications Conference (ASYU), Antalya, Turkey, 2022, pp. 1-4, doi: 10.1109/ASYU56188.2022.9925311.
dc.identifier.isbn978-166548894-5
dc.identifier.scopus2-s2.0-85142727877
dc.identifier.urihttps://doi.org/10.1109/ASYU56188.2022.9925311
dc.identifier.urihttps://hdl.handle.net/11413/8419
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.journalProceedings - 2022 Innovations in Intelligent Systems and Applications Conference, ASYU 2022
dc.rightsinfo:eu-repo/semantics/restrictedAccess
dc.subjectCovid-19
dc.subjectDeep Learning
dc.subjectEducation
dc.subjectLSTM
dc.subjectSentiment Analysis
dc.subjectSocial Media
dc.titleGlobal Impact of the Pandemic on Education: A Study of Natural Language Processingen
dc.title.alternativeProceedings - 2022 Innovations in Intelligent Systems and Applications Conference, ASYU 2022en
dc.typeconferenceObject
dspace.entity.typePublication
local.indexed.atscopus
local.journal.endpage4
local.journal.startpage1
relation.isAuthorOfPublicationb70fbd20-647f-4b93-8350-fed6fa238107
relation.isAuthorOfPublication16c815c6-a2cb-439b-b155-9ca020f8cc04
relation.isAuthorOfPublication.latestForDiscoveryb70fbd20-647f-4b93-8350-fed6fa238107

Files

Original bundle

Now showing 1 - 1 of 1
No Thumbnail Available
Name:
Tam Metin/Full Text
Size:
354.87 KB
Format:
Adobe Portable Document Format

License bundle

Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
1.82 KB
Format:
Item-specific license agreed upon to submission
Description: