A comprehensive review on hybrid network traffic prediction model

• Main Authors: Jinmei Shi, Leau, Yu-Beng, Kun Li, Joe Henry Obit
• Format: Article
• Language: English; English
• Published: Yogyakarta: Institute of Advanced Engineering and Science (IAES) 2021
• Online Access: https://eprints.ums.edu.my/id/eprint/28915/1/A%20comprehensive%20review%20on%20hybrid%20network%20traffic%20prediction%20model%20FULL%20TEXT.pdf; https://eprints.ums.edu.my/id/eprint/28915/2/A%20comprehensive%20review%20on%20hybrid%20network%20traffic%20prediction%20model.pdf; https://eprints.ums.edu.my/id/eprint/28915/; https://d1wqtxts1xzle7.cloudfront.net/66125562/57_22989_EM_10sep_22apr_N-with-cover-page-v2.pdf?Expires=1625792813&Signature=SP3MrnSmI5p-x08CNIQNI99O8yJtzQLv1eJtbPeIVI-2PidF1CF4TFnDae4FRsNEh5X526Qw5rpI8RIDJ3cHL49WnajX5KYgMnvjnQk2vcAvNrsAAiLcmzQ6a8KVgKp7MyyM9mGt4ZMOJv5Zzol1nqmGghUpyIDwE51R7CNbdpEYr0eaI5xVD9T-IlifJ5TGJ0fsZZgAulCHSVM97g8wgtuKC1ghfKWtgblHqdYWvOMWRutc4PF7neJ2JGQeHb7i8Riclij2fKNDfxhIlZ8c~R0eNsWDkvI23TaZNHopynFjUrM0kZaNTeIkRvOZyMf5Z5fFUEBbg-VuuaZjOpwOSg__&Key-Pair-Id=APKAJLOHF5GGSLRBV4ZA; https://doi.org/10.11591/ijece.v11i2.pp1450-1459

Network traffic is a typical nonlinear time series. As such, traditional linear and nonlinear models are inadequate to describe the multi-scale characteristics of traffic, thus compromising the prediction accuracy. Therefore, the research to date has tended to focus on hybrid models rather than the...