%0 Journal Article
%T MD-AVB: A Multi-Manifold Based Available Bandwidth Prediction Algorithm
%A Pei Zhang
%A Changqing An
%A Zhanfeng Wang
%A Fengyuan Ma
%J 清华大学学报自然科学版（英文版）
%@ 1878-7606
%D 2020
%R 10.26599/TST.2019.9010002
%X 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
%K available bandwidth space
%K performance prediction
%K multi-manifold
%K asymmetry
%U http://tst.tsinghuajournals.com/EN/10.26599/TST.2019.9010002