Neural Adaptive Video Streaming with Pensieve

著者: Hongzi Mao, Ravi Netravali, Mohammad Alizadeh - Proceedings of the Conference of the ACM Special Interest Group on Data Communication 2017 被引用: 1,321

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 ABR algorithms suffer from a key limitation: they use fixed control rules based on simplified or inaccurate models of the deployment environment. As a result, existing schemes inevitably fail to achieve optimal performance across a broad set of network conditions and QoE objectives.