A survey of machine learning techniques applied to software defined networking (SDN): Research issues and challenges
In recent years, with the rapid development of current Internet and mobile communication
technologies, the infrastructure, devices and resources in networking systems are becoming …
technologies, the infrastructure, devices and resources in networking systems are becoming …
Survey on machine learning for intelligent end-to-end communication toward 6G: From network access, routing to traffic control and streaming adaption
The end-to-end quality of service (QoS) and quality of experience (QoE) guarantee is quite
important for network optimization. The current 5G and conceived 6G network in the future …
important for network optimization. The current 5G and conceived 6G network in the future …
Neural adaptive video streaming with pensieve
Client-side video players employ adaptive bitrate (ABR) algorithms to optimize user quality
of experience (QoE). Despite the abundance of recently proposed schemes, state-of-the-art …
of experience (QoE). Despite the abundance of recently proposed schemes, state-of-the-art …
A survey on bitrate adaptation schemes for streaming media over HTTP
In this survey, we present state-of-the-art bitrate adaptation algorithms for HTTP adaptive
streaming (HAS). As a key distinction from other streaming approaches, the bitrate …
streaming (HAS). As a key distinction from other streaming approaches, the bitrate …
A survey on adaptive 360 video streaming: Solutions, challenges and opportunities
Omnidirectional or 360° video is increasingly being used, mostly due to the latest
advancements in immersive Virtual Reality (VR) technology. However, its wide adoption is …
advancements in immersive Virtual Reality (VR) technology. However, its wide adoption is …
BOLA: Near-optimal bitrate adaptation for online videos
K Spiteri, R Urgaonkar… - IEEE/ACM transactions on …, 2020 - ieeexplore.ieee.org
Modern video players employ complex algorithms to adapt the bitrate of the video that is
shown to the user. Bitrate adaptation requires a tradeoff between reducing the probability …
shown to the user. Bitrate adaptation requires a tradeoff between reducing the probability …
A control-theoretic approach for dynamic adaptive video streaming over HTTP
User-perceived quality-of-experience (QoE) is critical in Internet video applications as it
impacts revenues for content providers and delivery systems. Given that there is little support …
impacts revenues for content providers and delivery systems. Given that there is little support …
A buffer-based approach to rate adaptation: Evidence from a large video streaming service
Existing ABR algorithms face a significant challenge in estimating future capacity: capacity
can vary widely over time, a phenomenon commonly observed in commercial services. In …
can vary widely over time, a phenomenon commonly observed in commercial services. In …
Learning in situ: a randomized experiment in video streaming
We describe the results of a randomized controlled trial of video-streaming algorithms for
bitrate selection and network prediction. Over the last year, we have streamed 38.6 years of …
bitrate selection and network prediction. Over the last year, we have streamed 38.6 years of …
Viewport-adaptive navigable 360-degree video delivery
The delivery and display of 360-degree videos on Head-Mounted Displays (HMDs) presents
many technical challenges. 360-degree videos are ultra high resolution spherical videos …
many technical challenges. 360-degree videos are ultra high resolution spherical videos …