Skip to Main content Skip to Navigation
Conference papers

Enhancing dynamic adaptive streaming over HTTP for multi-homed users using a Multi-Armed Bandit algorithm

Abstract : Mobile video traffic accounted for more than half of all mobile data traffic over the past two years. Due to the limited bandwidth, users demand for high-quality video streaming becomes a challenge, which could be addressed by exploiting the emerging diversity of access network and adaptive video streaming. In this paper, a network selection algorithm is proposed for Dynamic Adaptive Streaming over HTTP (DASH), the famous international standard on video streaming, to enhance the received video quality to a "multi-homed user" equipped with multiple interfaces. A Multi-Armed Bandit (MAB) heuristic is proposed for a dynamic selection of the best interface at each step. While the Adaptive Bitrate Rules (ABR) used in DASH allow the video player client to dynamically pick the bit rate level according to the perceived network conditions, at each switching step a quality degradation may occur due to the difference in network conditions of the available interfaces. This paper aims to close this gap by (i) designing a MAB algorithm over DASH for a multi-homed user, (ii) evaluating the proposed mechanism through a test-bed implementation, (iii) extending the classic MAB model and (iv) discussing some open issues.
Document type :
Conference papers
Complete list of metadata

Cited literature [37 references]  Display  Hide  Download

https://hal.inria.fr/hal-02428002
Contributor : Yassine Hadjadj Aoul <>
Submitted on : Saturday, January 4, 2020 - 6:01:24 PM
Last modification on : Thursday, February 25, 2021 - 5:30:02 PM
Long-term archiving on: : Monday, April 6, 2020 - 8:11:23 PM

File

1570530944.pdf
Files produced by the author(s)

Identifiers

Citation

Ali Hodroj, Marc Ibrahim, Yassine Hadjadj-Aoul, Bruno Sericola. Enhancing dynamic adaptive streaming over HTTP for multi-homed users using a Multi-Armed Bandit algorithm. 2019 15th International Wireless Communications and Mobile Computing Conference (IWCMC), Jun 2019, Tangier, Morocco. pp.692-697, ⟨10.1109/IWCMC.2019.8766642⟩. ⟨hal-02428002⟩

Share

Metrics

Record views

74

Files downloads

287