Personalized online live video streaming using softmax-based multinomial classification
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kim, K. | - |
dc.contributor.author | Kwon, D. | - |
dc.contributor.author | Kim, J. | - |
dc.contributor.author | Mohaisen, A. | - |
dc.date.available | 2019-08-13T06:01:22Z | - |
dc.date.issued | 2019-06 | - |
dc.identifier.issn | 2076-3417 | - |
dc.identifier.issn | 2076-3417 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/cau/handle/2019.sw.cau/33193 | - |
dc.description.abstract | As the demand for over-the-top and online streaming services exponentially increases, many techniques for Quality of Experience (QoE) provisioning have been studied. Users can take actions (e.g., skipping) while streaming a video. Therefore, we should consider the viewing pattern of users rather than the network condition or video quality. In this context, we propose a proactive content-loading algorithm for improving per-user personalized preferences using multinomial softmax classification. Based on experimental results, the proposed algorithm has a personalized per-user content waiting time that is significantly lower than that of competing algorithms. © 2019 by the authors. | - |
dc.language | 영어 | - |
dc.language.iso | ENG | - |
dc.publisher | MDPI AG | - |
dc.title | Personalized online live video streaming using softmax-based multinomial classification | - |
dc.type | Article | - |
dc.identifier.doi | 10.3390/app9112297 | - |
dc.identifier.bibliographicCitation | Applied Sciences (Switzerland), v.9, no.11 | - |
dc.description.isOpenAccess | N | - |
dc.identifier.wosid | 000472641200125 | - |
dc.identifier.scopusid | 2-s2.0-85067261934 | - |
dc.citation.number | 11 | - |
dc.citation.title | Applied Sciences (Switzerland) | - |
dc.citation.volume | 9 | - |
dc.type.docType | Article | - |
dc.subject.keywordAuthor | QoE | - |
dc.subject.keywordAuthor | Softmax | - |
dc.subject.keywordPlus | QUALITY | - |
dc.subject.keywordPlus | QOE | - |
dc.relation.journalResearchArea | Chemistry | - |
dc.relation.journalResearchArea | Engineering | - |
dc.relation.journalResearchArea | Materials Science | - |
dc.relation.journalResearchArea | Physics | - |
dc.relation.journalWebOfScienceCategory | Chemistry, Multidisciplinary | - |
dc.relation.journalWebOfScienceCategory | Engineering, Multidisciplinary | - |
dc.relation.journalWebOfScienceCategory | Materials Science, Multidisciplinary | - |
dc.relation.journalWebOfScienceCategory | Physics, Applied | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
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