作者
Jiaqi Yao, Ke Liu, Ting Liang, Theophilus A Benson, Jack YB Lee, Vaneet Aggarwal, Yungang Bao, Mingyu Chen
发表日期
2023/6/19
研讨会论文
2023 IEEE/ACM 31st International Symposium on Quality of Service (IWQoS)
页码范围
1-11
出版商
IEEE
简介
Learning-based approaches have shown their great potential to adapt themselves to various environments (e.g., PCC and Sprout). Unfortunately, they do not consistently achieve superior QoS across different network conditions and configurations in mobile networks. Furthermore, although they can offer multiple application objectives by adjusting a preference weight vector, it is challenging for users to accurately express an application objective with a weight vector. In this work, we argue that, if configured correctly, the delay-based TCP scheme can outperform learned ones, and allow users to directly specify their objectives. To this end, we propose Post-QoS Analysis (PQSA), a data-driven framework that trains the key QoS-impacting parameters of the scheme to capture the statistical correlations between QoS objectives, network conditions, and configurations, thereby determining the optimal parameter-set that …
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