The Power of Online Learning in Stochastic Network Optimization

@inproceedings{Huang2014ThePO,
  title={The Power of Online Learning in Stochastic Network Optimization},
  author={Longbo Huang and Xin Liu and Xiaohong Hao},
  booktitle={SIGMETRICS},
  year={2014}
}
In this paper, we investigate the power of online learning in stochastic network optimization with unknown system statistics <i>a priori</i>. We are interested in understanding how information and learning can be efficiently incorporated into system control techniques, and what are the fundamental benefits of doing so. We propose two <i>Online Learning-Aided Control</i> techniques, <b>OLAC</b> and <b>OLAC2</b>, that explicitly utilize the past system information in current system control via a… CONTINUE READING
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