Corpus ID: 14585197

Neural Network Algorithms for Multi Step Ahead Prediction

  title={Neural Network Algorithms for Multi Step Ahead Prediction},
  author={F. Pilka and M. Oravec},
  • F. Pilka, M. Oravec
  • Published 2012
  • Computer Science
  • Multimedia services became a major part of the internet network traffic. The bursty characteristics of the video traffic, produced by applications like video on demand, video broadcasting or videoconferencing, make it difficult to fulfill the Quality of Service (QoS) of the multimedia applications. Therefore it is important to utilize congestion control procedures. One of the procedures used to fulfill the QoS are traffic prediction and dynamic bandwidth allocation. Neural networks belong to… CONTINUE READING
    1 Citations
    Modeling of self-similar network traffic using artificial neural networks
    • 5
    • PDF


    Multi-step ahead prediction using neural networks
    • 7
    Prediction of MPEG-coded video source traffic using recurrent neural networks
    • 70
    • PDF
    Real-Time VBR Video Traffic Prediction for Dynamic Bandwidth Allocation
    • Y. Liang
    • Computer Science
    • IEEE Trans. Syst. Man Cybern. Part C
    • 2004
    • 68
    On recurrent neural networks for auto-similar traffic prediction: A performance evaluation
    • 9
    • Highly Influential
    Accurate Prediction of Real-Time MPEG-4 Variable Bit Rate Video Traffic
    • 12
    • PDF
    Network performance evaluation using frame size and quality traces of single-layer and two-layer video: A tutorial
    • 345
    • PDF
    The use of NARX neural networks to predict chaotic time series
    • 279
    • PDF
    Single-Step Prediction of Chaotic Time Series Using Wavelet-Networks
    • 21
    MPEG digital video-coding standards
    • 353
    • PDF