available bandwidth space, performance prediction, multi-manifold, asymmetry
The performance of Internet applications is heavily affected by the end-to-end available bandwidth. Thus, it is very important to examine how to accurately predict the available Internet bandwidth. A number of available bandwidth prediction algorithms have been proposed to date, but none of the existing solutions are able to achieve a high level of accuracy. In this paper, a Multi-manifold based Available Bandwidth prediction algorithm (MD-AVB) is proposed, based on the observation that the available bandwidth space on the Internet is multi-manifold and asymmetrical. In the proposed algorithm, the available bandwidth space is divided into multiple lower-dimensional domains iteratively, and each domain is embedded separately to predict the available bandwidth. Experiments on HP S3 datasets demonstrate that the proposed algorithm is more accurate than existing approaches.
Tsinghua University Press
Pei Zhang, Changqing An, Zhanfeng Wang et al. MD-AVB: A Multi-Manifold Based Available Bandwidth Prediction Algorithm. Tsinghua Science and Technology 2020, 25(1): 140-148.