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Pregled bibliografske jedinice broj: 1147510

Performance Estimation of Encrypted Video Streaming in Light of End-User Playback-Related Interactions


Bartolec, Ivan
Performance Estimation of Encrypted Video Streaming in Light of End-User Playback-Related Interactions // Proceedings of the 12th ACM Multimedia Systems Conference
New York, NY, United States: Association for Computing Machinery, 2021. str. 413-417 doi:10.1145/3458305.3478467 (ostalo, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


CROSBI ID: 1147510 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Performance Estimation of Encrypted Video Streaming in Light of End-User Playback-Related Interactions

Autori
Bartolec, Ivan

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 12th ACM Multimedia Systems Conference / - New York, NY, United States : Association for Computing Machinery, 2021, 413-417

ISBN
978-1-4503-8434-6

Skup
MMSys '21: 12th ACM Multimedia Systems Conference

Mjesto i datum
Istanbul, Turska, 28.09.-1.10.2021

Vrsta sudjelovanja
Ostalo

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Quality of Experience, Encrypted Video, Machine Learning, User Behavior, User Interactions

Sažetak
Our research will look into realistic end-user service usage behavior patterns and their corresponding implications on the in-network Quality of Experience (QoE) monitoring for HTTP adaptive video streaming (HAS) services in wireless and mobile networks. The main goal is to establish a methodology for developing and testing machine learning (ML) based models for estimating end-user QoE-related Key Performance Indicators (KPIs) in the context of user- initiated playback interactions. The initial phase will be to investigate user behavior when utilizing video streaming services on mobile devices and propose a user interaction model. In addition, a methodology for automated data collecting, processing, and analysis will be created, which will include the creation of a framework that combines user interaction simulation based on the proposed model. Extensive experiments will be carried out to train ML models for KPI estimation, and the resultant KPI estimation models will be evaluated. This paper presents a current state-of-the-art review of the corresponding topics, as well as the current state of our research, preliminary findings, and plans for ongoing and future work.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekti:
IP-2019-04-9793 - Modeliranje i praćenje iskustvene kvalitete imerzivnih višemedijskih usluga u 5G mrežama (Q-MERSIVE) (Skorin-Kapov, Lea, HRZZ - 2019-04) ( POIROT)

Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Ivan Bartolec (autor)

Poveznice na cjeloviti tekst rada:

doi dl.acm.org

Citiraj ovu publikaciju:

Bartolec, Ivan
Performance Estimation of Encrypted Video Streaming in Light of End-User Playback-Related Interactions // Proceedings of the 12th ACM Multimedia Systems Conference
New York, NY, United States: Association for Computing Machinery, 2021. str. 413-417 doi:10.1145/3458305.3478467 (ostalo, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Bartolec, I. (2021) Performance Estimation of Encrypted Video Streaming in Light of End-User Playback-Related Interactions. U: Proceedings of the 12th ACM Multimedia Systems Conference doi:10.1145/3458305.3478467.
@article{article, author = {Bartolec, I.}, year = {2021}, pages = {413-417}, DOI = {10.1145/3458305.3478467}, keywords = {Quality of Experience, Encrypted Video, Machine Learning, User Behavior, User Interactions}, doi = {10.1145/3458305.3478467}, isbn = {978-1-4503-8434-6}, title = {Performance Estimation of Encrypted Video Streaming in Light of End-User Playback-Related Interactions}, keyword = {Quality of Experience, Encrypted Video, Machine Learning, User Behavior, User Interactions}, publisher = {Association for Computing Machinery}, publisherplace = {Istanbul, Turska} }
@article{article, author = {Bartolec, I.}, year = {2021}, pages = {413-417}, DOI = {10.1145/3458305.3478467}, keywords = {Quality of Experience, Encrypted Video, Machine Learning, User Behavior, User Interactions}, doi = {10.1145/3458305.3478467}, isbn = {978-1-4503-8434-6}, title = {Performance Estimation of Encrypted Video Streaming in Light of End-User Playback-Related Interactions}, keyword = {Quality of Experience, Encrypted Video, Machine Learning, User Behavior, User Interactions}, publisher = {Association for Computing Machinery}, publisherplace = {Istanbul, Turska} }

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